{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conservative Q-Learning\n",
    "\n",
    "\n",
    "\n",
    "--- \n",
    "**Algorithm 1** Conservative Q-Learning\n",
    "--- \n",
    "1. 初始化 Q 函数 $Q_\\theta$，可选地初始化策略函数 $\\pi_\\phi$。  \n",
    "2. 对于步数 $t = 1,\\dots ,N$ 执行：  \n",
    "   1. 用 $G_Q$ 梯度步训练 Q 函数，最小化式$CQL(\\mathcal{H})$ 的 CQL 目标  \n",
    "      &nbsp;&nbsp;&nbsp;&nbsp;$\\theta_t \\leftarrow \\theta_{t-1} - \\lambda_Q \\nabla_\\theta \\mathcal{L}_{\\text{CQL}(\\mathcal{H})}(\\theta)$  \n",
    "      （Q-learning 版本用算子 $\\mathcal{B}^*$；actor-critic 版本用 $\\mathcal{B}^{\\pi_{\\phi_t}}$）  \n",
    "   2. **（仅 actor-critic 版本）** 用 $G_\\pi$ 梯度步改进策略 $\\pi_\\phi$，采用 SAC 式的熵正则化：  \n",
    "      &nbsp;&nbsp;&nbsp;&nbsp;$\\phi_t \\leftarrow \\phi_{t-1} + \\lambda_\\pi \\mathbb{E}_{s\\sim\\mathcal{D},a\\sim\\pi_\\phi} \\left[\\nabla_\\phi \\left(Q_\\theta(s,a)-\\log\\pi_\\phi(a|s) \\right)\\right]$  \n",
    "3. 结束循环\n",
    "---\n",
    "\n",
    "注：\n",
    "- $$J = \\min_Q \\alpha \\cdot \\mathbb{E}_{s \\sim \\mathcal{D}}\\left[log\\sum_a e^{Q(s, a)}- \\mathbb{E}_{a\\sim \\pi_\\beta(a|s)}[Q(s,a)]\\right] + \\frac{1}{2}\\mathbb{E}_{s, a, s^\\prime \\sim \\mathcal{D}}\\left[\\left(Q(s, a) - \\hat{\\mathcal{B}}^{\\pi_k}\\hat{Q}^k(s, a)\\right)^2\\right]$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 属性标注\n",
    "from typing import List, Set\n",
    "# torch相关\n",
    "import torch \n",
    "from torch import nn \n",
    "from torch import optim\n",
    "from torch import functional as F \n",
    "# gym环境\n",
    "import gymnasium as gym\n",
    "import os\n",
    "import copy\n",
    "import random\n",
    "import numpy as np \n",
    "import itertools\n",
    "from collections import deque\n",
    "from tqdm.auto import tqdm\n",
    "from argparse import Namespace\n",
    "# 日志框架\n",
    "from loguru import logger\n",
    "# 画图\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings \n",
    "from IPython import display\n",
    "# 画图风格\n",
    "plt.style.use('ggplot')\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1️⃣ 基础准备\n",
    "\n",
    "- 定义网络\n",
    "- 定义经验回放\n",
    "- 定义策略\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 🌐 1.1 定义网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "class qNet(nn.Module):\n",
    "    def __init__(self, state_dim: int, action_dim: int, hidden_layers_list: List[int] = [128, 128]):\n",
    "        \"\"\"基础QNet\n",
    "        Args:\n",
    "            state_dim (int): 环境state维度\n",
    "            action_dim (int): 环境action维度\n",
    "            hidden_layers_list (List[int], optional): n层MLP网络输出维度. Defaults to [128, 128].\n",
    "        \"\"\"\n",
    "        super(qNet, self).__init__()\n",
    "        self.state_dim = state_dim\n",
    "        self.action_dim = action_dim\n",
    "        \n",
    "        h_ = [state_dim] + hidden_layers_list\n",
    "        net_l  = []\n",
    "        for i, o in zip(h_[:-1], h_[1:]):\n",
    "            net_l.extend(\n",
    "                [nn.Linear(i, o), nn.ReLU()]\n",
    "            )\n",
    "        self.feature = nn.Sequential(*net_l)\n",
    "        self.head = nn.Linear(hidden_layers_list[-1], action_dim)\n",
    "\n",
    "    def forward(self, state):\n",
    "        return self.head(self.feature(state))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 🗃️ 1.2 定义经验回放"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class replayBuffer:\n",
    "    def __init__(self, capacity: int):\n",
    "        self._buffer = deque(maxlen=capacity)\n",
    "\n",
    "    def add(self, state, action, reward, next_state, done):\n",
    "        self._buffer.append( (state, action, reward, next_state, done) )\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self._buffer)\n",
    "    \n",
    "    def sample(self, batch_size: int):\n",
    "        samples = random.sample(self._buffer, batch_size)\n",
    "        return samples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 🎮 1.3 定义策略"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "class CQL_DQN:\n",
    "    def __init__(self, config):\n",
    "        self.state_dim = config.state_dim\n",
    "        self.action_dim = config.action_dim\n",
    "        self.device = config.device\n",
    "        self.doubleq = config.doubleq\n",
    "        self.cql_alpha = config.cql_alpha\n",
    "        self.tau = getattr(config, 'tau', 0.1)\n",
    "        self.cql_temperature = getattr(config, 'cql_temperature', 1)\n",
    "        self.q = qNet(config.state_dim, config.action_dim, config.hidden_layers_list)\n",
    "        self.tar_q = copy.deepcopy(self.q)\n",
    "        \n",
    "        self.q.to(self.device)\n",
    "        self.tar_q.to(self.device)\n",
    "        self.learning_rate = config.learning_rate\n",
    "        self.opt = optim.Adam(self.q.parameters(), lr=config.learning_rate)\n",
    "\n",
    "        self.gamma = config.gamma\n",
    "        self.epsilon = config.epsilon_start\n",
    "        self.epsilon_start = config.epsilon_start\n",
    "        self.epsilon_end = config.epsilon_end\n",
    "        self.epsilon_decay = config.epsilon_decay\n",
    "        self.training = True\n",
    "        self.count = 0\n",
    "        self.epsilon_iter = self._epsilon_update()\n",
    "\n",
    "    def _epsilon_update(self):\n",
    "        # 指数衰减  ε_t = max(eps_end, eps_start · decay^t)\n",
    "        eps = self.epsilon_start\n",
    "        for _ in itertools.count():\n",
    "            yield max(self.epsilon_end, eps)\n",
    "            eps *= self.epsilon_decay\n",
    "\n",
    "    def train(self):\n",
    "        self.training = True \n",
    "        self.q.train()\n",
    "        self.tar_q.train()\n",
    "    \n",
    "    def eval(self):\n",
    "        self.training = False \n",
    "        self.q.eval()\n",
    "        self.tar_q.eval()\n",
    "    \n",
    "    @torch.no_grad()\n",
    "    def policy(self, state, return_q=False):\n",
    "        if self.training:\n",
    "            self.epsilon = next(self.epsilon_iter)\n",
    "        if self.training and np.random.random() < self.epsilon:\n",
    "            return np.random.randint(self.action_dim)\n",
    "\n",
    "        state = torch.tensor(state[np.newaxis, ...]).float().to(self.device)\n",
    "        qa = self.q(state)\n",
    "        a = torch.argmax(qa, dim=-1)\n",
    "        if return_q:\n",
    "            return a.cpu().detach().numpy()[0], torch.max(qa).cpu().detach().numpy()\n",
    "        return a.cpu().detach().numpy()[0]\n",
    "\n",
    "    @logger.catch()\n",
    "    def update(self, samples: deque):\n",
    "        self.count  += 1\n",
    "        # sample -> tensor\n",
    "        states, actions, rewards, next_states, done = zip(*samples)\n",
    "        states = torch.FloatTensor(np.array(states)).to(self.device)\n",
    "        actions = torch.Tensor(np.array(actions)).view(-1, 1).to(self.device)\n",
    "        rewards = torch.Tensor(np.array(rewards)).view(-1, 1).to(self.device)\n",
    "        next_states = torch.FloatTensor(np.array(next_states)).to(self.device)\n",
    "        dones = torch.Tensor(np.array(done)).view(-1, 1).to(self.device)\n",
    "\n",
    "        q_sa = self.q(states)\n",
    "        q_value = q_sa.gather(1, actions.long())\n",
    "        next_q_sa = self.tar_q(next_states)\n",
    "        if self.doubleq:\n",
    "            next_qa_tar_ = self.q(next_states)\n",
    "            a_star = next_qa_tar_.max(1)[1].view(-1, 1)\n",
    "        else:\n",
    "            a_star = next_q_sa.max(1)[1].view(-1, 1)\n",
    "\n",
    "        next_q_value = next_q_sa.gather(1, a_star.long())\n",
    "        td_target = rewards + self.gamma * next_q_value * (1 - dones)\n",
    "        assert td_target.shape == q_value.shape, f'{td_target.shape=}!= {q_value.shape=}'\n",
    "        critic_loss = torch.mean((q_value.float() - td_target.detach()) ** 2)\n",
    "\n",
    "        # cql \n",
    "        critic_loss += self.cql_alpha * (\n",
    "            torch.logsumexp(q_sa/self.cql_temperature, dim=1) \n",
    "            - q_sa.gather(1, actions.long().view(-1, 1))/ self.cql_temperature\n",
    "        ).mean() * self.cql_temperature\n",
    "\n",
    "        self.opt.zero_grad()\n",
    "        critic_loss.backward()\n",
    "        grad_norm = torch.nn.utils.clip_grad_norm_(self.q.parameters(), 10)\n",
    "        self.opt.step()\n",
    "\n",
    "        # soft update \n",
    "        self.soft_update(self.q, self.tar_q)\n",
    "\n",
    "        return {\n",
    "            'q_value': q_value.detach().cpu().numpy().mean(),\n",
    "            'next_q_value': next_q_value.detach().cpu().numpy().mean(),\n",
    "            'critic_loss': critic_loss.detach().cpu().numpy(),\n",
    "            'grad_norm': grad_norm.detach().cpu().numpy(),\n",
    "            'epsilon': self.epsilon,\n",
    "        }\n",
    "\n",
    "    def soft_update(self, net, target_net):\n",
    "        for param_target, param in zip(target_net.parameters(), net.parameters()):\n",
    "            param_target.data.copy_(param_target.data * (1.0 - self.tau) + param.data * self.tau)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2️⃣  策略训练\n",
    "\n",
    "- 参数设置\n",
    "  - <b><font color=red>todo</font></b>: 读者如果在实际工程应用中配置，推荐学习和使用[【OmegaConf】](https://omegaconf.readthedocs.io/en/2.3_branch/usage.html)\n",
    "- 训练函数\n",
    "- agent训练"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ⚙️ 2.1 参数设置\n",
    "\n",
    "这部分可以先不深究，直接用dict也是可以的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "class baseConfig(Namespace):\n",
    "    \"\"\"\n",
    "    Config 强制校验\n",
    "    \"\"\"\n",
    "    __required__: Set[str] = set()\n",
    "\n",
    "    def __init__(self, **kwargs):\n",
    "        super().__init__(**kwargs)\n",
    "\n",
    "        missing = self.__required__ - self.__dict__.keys()\n",
    "        if missing:\n",
    "            raise ValueError(\n",
    "                f\"{self.__class__.__name__} 缺少必填属性: {', '.join(missing)}\"\n",
    "            )\n",
    "\n",
    "\n",
    "class _tainConfig(baseConfig):\n",
    "    __required__ = {\n",
    "        'num_episode',\n",
    "        'max_episode_steps',\n",
    "        'off_buffer_size',\n",
    "        'sample_size',\n",
    "        'off_minimal_size',\n",
    "        'seed'\n",
    "    }\n",
    "\n",
    "\n",
    "class _modelConfig(baseConfig):\n",
    "    __required__ = {\n",
    "        \"state_dim\",\n",
    "        \"action_dim\",\n",
    "        \"device\",\n",
    "        \"doubleq\",\n",
    "        \"cql_alpha\",\n",
    "        \"hidden_layers_list\",\n",
    "        \"learning_rate\",\n",
    "        \"gamma\",\n",
    "        \"epsilon_start\",\n",
    "        \"epsilon_end\",\n",
    "        \"epsilon_decay\"\n",
    "    }\n",
    "\n",
    "\n",
    "class CQLConfig(baseConfig):\n",
    "    __required__ = {\"train\", \"agent\"}   # 这里要求两个子配置也必须给\n",
    "\n",
    "    def __init__(self, **kwargs):\n",
    "        # 先让子配置各自校验\n",
    "        self.train = _tainConfig(**kwargs.pop(\"train\"))\n",
    "        self.agent = _modelConfig(**kwargs.pop(\"agent\"))\n",
    "        # 再把剩下的全局字段放到顶层 Namespace\n",
    "        super().__init__(**kwargs)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "env_name = 'CartPole-v1'\n",
    "env = gym.make(env_name)\n",
    "config = CQLConfig(\n",
    "    train=dict(\n",
    "        num_episode=200,\n",
    "        max_episode_steps=200,\n",
    "        off_buffer_size=12000,\n",
    "        sample_size=64,\n",
    "        off_minimal_size=1024,\n",
    "        seed=202511\n",
    "    ),\n",
    "    agent=dict(\n",
    "        state_dim=env.observation_space.shape[0],\n",
    "        action_dim=env.action_space.n,\n",
    "        hidden_layers_list=[64, 64],\n",
    "        gamma=0.95,\n",
    "        learning_rate=5.5e-4,\n",
    "        cql_alpha=1.2,\n",
    "        device='cuda',\n",
    "        doubleq=True,\n",
    "        epsilon_start=0.95,    # e-greedy 指数衰减策略中初始epsilon\n",
    "        epsilon_end=0.01,      # e-greedy 指数衰策略中的终止epsilon,\n",
    "        epsilon_decay=0.995,   # e-greedy 指数衰策略中epsilon的衰减率, start * decsy ^ t\n",
    "        tau=0.005\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 🔄 2.2 训练函数\n",
    "\n",
    "- `train_off_policy`: 简单的off-policy 训练DQN 并收集数据 \n",
    "  - <b><font color=red>todo</font></b>: 读者也可以直接用`minari`到Huggingface上下载数据\n",
    "  - <b><font color=red>todo</font></b>: 读者可以将训练过程数据用 swandb、wandb或tensorboard 记录\n",
    "- batch rl CQL训练\n",
    "- 训练策略评估-`play`\n",
    "  - 这个在离线强化学习实际应用中是不大可行的，需要结合业务去定义评估方法\n",
    "  - 并且需要衡量Reward是否真的符合预期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def random_action(env):\n",
    "    asp = env.action_space\n",
    "    try:\n",
    "        return asp.sample()\n",
    "    except Exception as e:\n",
    "        return np.random.choice(asp.n)\n",
    "\n",
    "\n",
    "def train_off_policy(\n",
    "        env, agent ,cfg, \n",
    "        train_without_seed=False,\n",
    "        update_every=1,\n",
    "        test_ep_freq=100,\n",
    "        test_episode_count=3,\n",
    "        return_buffer=False\n",
    "    ):\n",
    "    buffer_ = replayBuffer(cfg.off_buffer_size)\n",
    "    tq_bar = tqdm(range(cfg.num_episode))\n",
    "    rewards_list = []\n",
    "    now_reward = -np.inf\n",
    "    recent_best_reward = -np.inf\n",
    "    best_ep_reward = -np.inf\n",
    "    policy_idx = 0\n",
    "    tt_steps = 0\n",
    "    for i in tq_bar:\n",
    "        if (1 + i) % test_ep_freq == 0:\n",
    "            freq_ep_reward = play(env, agent, cfg, episode_count=test_episode_count, play_without_seed=train_without_seed, render=False)\n",
    "            # todo 读者可以自己在这里补充模型保存代码\n",
    "\n",
    "        rand_seed = np.random.randint(0, 999999)\n",
    "        final_seed = rand_seed if train_without_seed else cfg.seed\n",
    "        s, _ = env.reset(seed=final_seed)\n",
    "        tq_bar.set_description(f'Episode [ {i+1} / {cfg.num_episode}|(seed={final_seed}) ]')\n",
    "        done = False\n",
    "        episode_rewards = 0\n",
    "        steps = 0\n",
    "        up_res = {}\n",
    "        for st in range(cfg.max_episode_steps):\n",
    "            if len(buffer_) < cfg.off_minimal_size:\n",
    "                a = random_action(env)\n",
    "            else:\n",
    "                a = agent.policy(s)\n",
    "                if policy_idx == 0:\n",
    "                    rewards_list = []\n",
    "                    print('Finished collect orginal data')\n",
    "\n",
    "                policy_idx += 1\n",
    "\n",
    "            n_s, r, terminated, truncated, _ = env.step(a)\n",
    "            \n",
    "            done = np.logical_or(terminated, truncated)\n",
    "            steps += 1\n",
    "            tt_steps += 1\n",
    "            # state, action, reward, next_state, done\n",
    "            buffer_.add(s, a, r, n_s, done)\n",
    "            s = n_s\n",
    "            episode_rewards += r\n",
    "            # buffer update\n",
    "            if (len(buffer_) >= cfg.off_minimal_size) and (tt_steps % update_every == 0):\n",
    "                samples = buffer_.sample(cfg.sample_size)\n",
    "                up_res = agent.update(samples)\n",
    "\n",
    "            if done:\n",
    "                break\n",
    "\n",
    "        if (len(buffer_) >= cfg.off_minimal_size) and (i >= 10):\n",
    "            rewards_list.append(episode_rewards)\n",
    "            now_reward = np.mean(rewards_list[-10:])\n",
    "        if (now_reward > recent_best_reward) and (i >= 10) and (len(buffer_) >= cfg.off_minimal_size):\n",
    "            # best 时也进行测试\n",
    "            test_ep_reward = play(env, agent, cfg, episode_count=test_episode_count, play_without_seed=train_without_seed, render=False)\n",
    "            if test_ep_reward > best_ep_reward:\n",
    "                best_ep_reward = test_ep_reward\n",
    "                # todo 读者可以自己在这里补充模型保存代码\n",
    "\n",
    "            recent_best_reward = now_reward\n",
    "        \n",
    "        up_res.update({\n",
    "            \"steps\": steps,\n",
    "            'lastMeanRewards': f'{now_reward:.2f}',\n",
    "            'BEST': f'{recent_best_reward:.2f}',\n",
    "            \"bestTestReward\": f'{best_ep_reward:.2f}'\n",
    "        })\n",
    "        tq_bar.set_postfix(up_res)\n",
    "\n",
    "    env.close()\n",
    "    if return_buffer:\n",
    "        return agent, buffer_, rewards_list\n",
    "    return agent, rewards_list\n",
    "\n",
    "\n",
    "@torch.no_grad()\n",
    "def play(env_in, env_agent, cfg, episode_count=2, play_without_seed=False, render=False, return_q=False):\n",
    "    \"\"\"\n",
    "    对训练完成的Agent进行游戏\n",
    "    \"\"\"\n",
    "    max_steps = cfg.max_episode_steps\n",
    "    env = copy.deepcopy(env_in)\n",
    "    ep_reward_record = []\n",
    "    ep_q_value_record = []\n",
    "    for e in range(episode_count):\n",
    "        final_seed = np.random.randint(0, 999999) if play_without_seed else cfg.seed\n",
    "        s, _ = env.reset(seed=final_seed)\n",
    "        done = False\n",
    "        episode_reward = 0\n",
    "        episode_cnt = 0\n",
    "        episode_q = []\n",
    "        for i in range(max_steps):\n",
    "            if render:\n",
    "                env.render()\n",
    "            if return_q:\n",
    "                a, q_i = env_agent.policy(s, return_q)\n",
    "                episode_q.append(q_i)\n",
    "            else:\n",
    "                a = env_agent.policy(s)\n",
    "            n_state, reward, terminated, truncated, info = env.step(a)\n",
    "            done = terminated or truncated \n",
    "            episode_reward += reward\n",
    "            episode_cnt += 1\n",
    "            s = n_state\n",
    "            if done:\n",
    "                break\n",
    "\n",
    "        ep_reward_record.append(episode_reward)\n",
    "        ep_q_value_record.append(np.mean(episode_q))\n",
    "        add_str = ''\n",
    "        print(f'[ {add_str}seed={final_seed} ] Get reward {episode_reward:.2f}. Last {episode_cnt} times')\n",
    "    \n",
    "    if render:\n",
    "        env.close()\n",
    "\n",
    "    print(f'[ {add_str}PLAY ] Get reward {np.mean(ep_reward_record):.2f}.')\n",
    "    if return_q:\n",
    "        return np.mean(ep_reward_record), np.mean(ep_q_value_record)\n",
    "    return np.mean(ep_reward_record)\n",
    "\n",
    "\n",
    "def simple_batch_rl(env, agent, config, buffer_, num_iterations=800, c=None, return_q=False):\n",
    "    res_ = []\n",
    "    q_l = []\n",
    "    tr_bar = tqdm(range(num_iterations))\n",
    "    tr_bar.set_description(f'CQL Training (cql_alpha={c})' if c is not None else 'CQL Training')\n",
    "    for it in tr_bar:\n",
    "        agent.train()\n",
    "        res = agent.update(buffer_.sample(config.sample_size))\n",
    "        tr_bar.set_postfix(res)\n",
    "        if it % 5 == 0:\n",
    "            agent.eval()\n",
    "            t_ = play(env, agent, config, episode_count=5, play_without_seed=True, render=False, return_q=return_q)\n",
    "            if return_q:\n",
    "                q_l.append(t_[1])\n",
    "                res_.append(t_[0])\n",
    "                continue\n",
    "            res_.append(t_)\n",
    "            \n",
    "    return res_, q_l"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 🤖 2.3 agent训练\n",
    "\n",
    "- 设置随机种子保证可复现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_cfgs(cfg):\n",
    "    ''' 打印参数\n",
    "    '''\n",
    "    cfg_dict = vars(cfg)\n",
    "    print(\"Hyperparameters:\")\n",
    "    print(''.join(['=']*80))\n",
    "    tplt = \"{:^20}\\t{:^20}\\t{:^20}\"\n",
    "    print(tplt.format(\"Name\", \"Value\", \"Type\"))\n",
    "    for k,v in cfg_dict.items():\n",
    "        if v.__class__.__name__ == 'list':\n",
    "            v = str(v)\n",
    "        print(tplt.format(k,v,str(type(v))))   \n",
    "    print(''.join(['=']*80))\n",
    "\n",
    "\n",
    "def all_seed(seed: int = 0):\n",
    "    ''' 设置随机种子\n",
    "    '''\n",
    "    if seed == 0:\n",
    "        return\n",
    "    np.random.seed(seed)\n",
    "    random.seed(seed)\n",
    "    torch.manual_seed(seed) # config for CPU\n",
    "    torch.cuda.manual_seed(seed) # config for GPU\n",
    "    os.environ['PYTHONHASHSEED'] = str(seed) # config for python scripts\n",
    "    # config for cudnn\n",
    "    torch.backends.cudnn.deterministic = True\n",
    "    torch.backends.cudnn.benchmark = False\n",
    "    torch.backends.cudnn.enabled = False  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_seed(config.train.seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "_modelConfig(state_dim=4, action_dim=2, hidden_layers_list=[64, 64], gamma=0.95, learning_rate=0.002, cql_alpha=0.0, device='cuda', doubleq=True, epsilon_start=0.95, epsilon_end=0.01, epsilon_decay=0.995, tau=0.005)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "env_name = 'CartPole-v1'\n",
    "env = gym.make(env_name)\n",
    "\n",
    "dqn_config = copy.deepcopy(config)\n",
    "dqn_agent_cfg = dqn_config.agent\n",
    "dqn_agent_cfg.cql_alpha = 0.0 # 纯DQN\n",
    "dqn_agent_cfg.learning_rate = 2.0e-3\n",
    "dqn_agent_cfg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Double-DQN Hyperparameters\n",
      "Hyperparameters:\n",
      "================================================================================\n",
      "        Name        \t       Value        \t        Type        \n",
      "    num_episode     \t        200         \t   <class 'int'>    \n",
      " max_episode_steps  \t        200         \t   <class 'int'>    \n",
      "  off_buffer_size   \t       12000        \t   <class 'int'>    \n",
      "    sample_size     \t         64         \t   <class 'int'>    \n",
      "  off_minimal_size  \t        1024        \t   <class 'int'>    \n",
      "        seed        \t       202511       \t   <class 'int'>    \n",
      "================================================================================\n",
      "Hyperparameters:\n",
      "================================================================================\n",
      "        Name        \t       Value        \t        Type        \n",
      "     state_dim      \t         4          \t   <class 'int'>    \n",
      "     action_dim     \t         2          \t<class 'numpy.int64'>\n",
      " hidden_layers_list \t      [64, 64]      \t   <class 'str'>    \n",
      "       gamma        \t        0.95        \t  <class 'float'>   \n",
      "   learning_rate    \t       0.002        \t  <class 'float'>   \n",
      "     cql_alpha      \t        0.0         \t  <class 'float'>   \n",
      "       device       \t        cuda        \t   <class 'str'>    \n",
      "      doubleq       \t         1          \t   <class 'bool'>   \n",
      "   epsilon_start    \t        0.95        \t  <class 'float'>   \n",
      "    epsilon_end     \t        0.01        \t  <class 'float'>   \n",
      "   epsilon_decay    \t       0.995        \t  <class 'float'>   \n",
      "        tau         \t       0.005        \t  <class 'float'>   \n",
      "================================================================================\n"
     ]
    }
   ],
   "source": [
    "print(\"Double-DQN Hyperparameters\")\n",
    "print_cfgs(dqn_config.train)\n",
    "print_cfgs(dqn_config.agent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "97e4f0a80c3246ffa6cb8b497df1d139",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finished collect orginal data\n",
      "[ seed=23460 ] Get reward 17.00. Last 17 times\n",
      "[ seed=377770 ] Get reward 14.00. Last 14 times\n",
      "[ seed=494799 ] Get reward 22.00. Last 22 times\n",
      "[ PLAY ] Get reward 17.67.\n",
      "[ seed=113796 ] Get reward 20.00. Last 20 times\n",
      "[ seed=4257 ] Get reward 17.00. Last 17 times\n",
      "[ seed=555818 ] Get reward 15.00. Last 15 times\n",
      "[ PLAY ] Get reward 17.33.\n",
      "[ seed=314569 ] Get reward 192.00. Last 192 times\n",
      "[ seed=56127 ] Get reward 200.00. Last 200 times\n",
      "[ seed=649980 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.33.\n",
      "[ seed=990505 ] Get reward 151.00. Last 151 times\n",
      "[ seed=521758 ] Get reward 128.00. Last 128 times\n",
      "[ seed=214832 ] Get reward 87.00. Last 87 times\n",
      "[ PLAY ] Get reward 122.00.\n",
      "[ seed=805845 ] Get reward 97.00. Last 97 times\n",
      "[ seed=945580 ] Get reward 104.00. Last 104 times\n",
      "[ seed=482389 ] Get reward 107.00. Last 107 times\n",
      "[ PLAY ] Get reward 102.67.\n",
      "[ seed=502009 ] Get reward 128.00. Last 128 times\n",
      "[ seed=678865 ] Get reward 101.00. Last 101 times\n",
      "[ seed=700933 ] Get reward 145.00. Last 145 times\n",
      "[ PLAY ] Get reward 124.67.\n",
      "[ seed=64297 ] Get reward 200.00. Last 200 times\n",
      "[ seed=431167 ] Get reward 195.00. Last 195 times\n",
      "[ seed=38219 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 198.33.\n",
      "[ seed=386613 ] Get reward 161.00. Last 161 times\n",
      "[ seed=48821 ] Get reward 200.00. Last 200 times\n",
      "[ seed=492125 ] Get reward 187.00. Last 187 times\n",
      "[ PLAY ] Get reward 182.67.\n",
      "[ seed=47182 ] Get reward 200.00. Last 200 times\n",
      "[ seed=560079 ] Get reward 200.00. Last 200 times\n",
      "[ seed=980582 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=54224 ] Get reward 200.00. Last 200 times\n",
      "[ seed=322868 ] Get reward 200.00. Last 200 times\n",
      "[ seed=867534 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=355444 ] Get reward 200.00. Last 200 times\n",
      "[ seed=453288 ] Get reward 200.00. Last 200 times\n",
      "[ seed=2801 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=509039 ] Get reward 200.00. Last 200 times\n",
      "[ seed=673091 ] Get reward 200.00. Last 200 times\n",
      "[ seed=743736 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=873393 ] Get reward 200.00. Last 200 times\n",
      "[ seed=882153 ] Get reward 200.00. Last 200 times\n",
      "[ seed=718301 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=677746 ] Get reward 200.00. Last 200 times\n",
      "[ seed=601252 ] Get reward 200.00. Last 200 times\n",
      "[ seed=684052 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=27894 ] Get reward 200.00. Last 200 times\n",
      "[ seed=783579 ] Get reward 200.00. Last 200 times\n",
      "[ seed=132932 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=467210 ] Get reward 200.00. Last 200 times\n",
      "[ seed=197287 ] Get reward 200.00. Last 200 times\n",
      "[ seed=913130 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=929965 ] Get reward 200.00. Last 200 times\n",
      "[ seed=650798 ] Get reward 200.00. Last 200 times\n",
      "[ seed=175717 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=952465 ] Get reward 200.00. Last 200 times\n",
      "[ seed=258590 ] Get reward 200.00. Last 200 times\n",
      "[ seed=551509 ] Get reward 194.00. Last 194 times\n",
      "[ PLAY ] Get reward 198.00.\n",
      "[ seed=498563 ] Get reward 184.00. Last 184 times\n",
      "[ seed=69533 ] Get reward 197.00. Last 197 times\n",
      "[ seed=733955 ] Get reward 197.00. Last 197 times\n",
      "[ PLAY ] Get reward 192.67.\n"
     ]
    }
   ],
   "source": [
    "# 1- 训练DQN & 收集数据\n",
    "dqn = CQL_DQN(dqn_agent_cfg)\n",
    "dqn.train()\n",
    "dqn, buffer_, rewards_list = train_off_policy(\n",
    "    env, dqn , dqn_config.train, \n",
    "    train_without_seed=True,\n",
    "    update_every=1,\n",
    "    test_ep_freq=100,\n",
    "    test_episode_count=3,\n",
    "    return_buffer=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CQL Hyperparameters\n",
      "Hyperparameters:\n",
      "================================================================================\n",
      "        Name        \t       Value        \t        Type        \n",
      "    num_episode     \t        200         \t   <class 'int'>    \n",
      " max_episode_steps  \t        200         \t   <class 'int'>    \n",
      "  off_buffer_size   \t       12000        \t   <class 'int'>    \n",
      "    sample_size     \t         64         \t   <class 'int'>    \n",
      "  off_minimal_size  \t        1024        \t   <class 'int'>    \n",
      "        seed        \t       202511       \t   <class 'int'>    \n",
      "================================================================================\n",
      "Hyperparameters:\n",
      "================================================================================\n",
      "        Name        \t       Value        \t        Type        \n",
      "     state_dim      \t         4          \t   <class 'int'>    \n",
      "     action_dim     \t         2          \t<class 'numpy.int64'>\n",
      " hidden_layers_list \t      [64, 64]      \t   <class 'str'>    \n",
      "       gamma        \t        0.95        \t  <class 'float'>   \n",
      "   learning_rate    \t      0.00055       \t  <class 'float'>   \n",
      "     cql_alpha      \t        1.2         \t  <class 'float'>   \n",
      "       device       \t        cuda        \t   <class 'str'>    \n",
      "      doubleq       \t         1          \t   <class 'bool'>   \n",
      "   epsilon_start    \t        0.95        \t  <class 'float'>   \n",
      "    epsilon_end     \t        0.01        \t  <class 'float'>   \n",
      "   epsilon_decay    \t       0.995        \t  <class 'float'>   \n",
      "        tau         \t       0.005        \t  <class 'float'>   \n",
      "================================================================================\n"
     ]
    }
   ],
   "source": [
    "# 2- batch RL\n",
    "cql_agent_cfg = config.agent\n",
    "print(\"CQL Hyperparameters\")\n",
    "print_cfgs(config.train)\n",
    "print_cfgs(config.agent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2cafd40c93fb41bd93a7ff0893857dd5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/800 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ seed=573111 ] Get reward 9.00. Last 9 times\n",
      "[ seed=607295 ] Get reward 10.00. Last 10 times\n",
      "[ seed=545420 ] Get reward 9.00. Last 9 times\n",
      "[ seed=386457 ] Get reward 10.00. Last 10 times\n",
      "[ seed=643826 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=340907 ] Get reward 10.00. Last 10 times\n",
      "[ seed=706104 ] Get reward 10.00. Last 10 times\n",
      "[ seed=890116 ] Get reward 9.00. Last 9 times\n",
      "[ seed=800509 ] Get reward 10.00. Last 10 times\n",
      "[ seed=500994 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=998494 ] Get reward 10.00. Last 10 times\n",
      "[ seed=916403 ] Get reward 9.00. Last 9 times\n",
      "[ seed=822818 ] Get reward 9.00. Last 9 times\n",
      "[ seed=608947 ] Get reward 8.00. Last 8 times\n",
      "[ seed=515604 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=478208 ] Get reward 9.00. Last 9 times\n",
      "[ seed=268847 ] Get reward 10.00. Last 10 times\n",
      "[ seed=704989 ] Get reward 10.00. Last 10 times\n",
      "[ seed=692820 ] Get reward 9.00. Last 9 times\n",
      "[ seed=425097 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=955763 ] Get reward 8.00. Last 8 times\n",
      "[ seed=261050 ] Get reward 9.00. Last 9 times\n",
      "[ seed=233107 ] Get reward 10.00. Last 10 times\n",
      "[ seed=650926 ] Get reward 9.00. Last 9 times\n",
      "[ seed=60097 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=84322 ] Get reward 9.00. Last 9 times\n",
      "[ seed=865940 ] Get reward 9.00. Last 9 times\n",
      "[ seed=529555 ] Get reward 9.00. Last 9 times\n",
      "[ seed=805359 ] Get reward 9.00. Last 9 times\n",
      "[ seed=394400 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=514099 ] Get reward 11.00. Last 11 times\n",
      "[ seed=381476 ] Get reward 10.00. Last 10 times\n",
      "[ seed=823167 ] Get reward 8.00. Last 8 times\n",
      "[ seed=249782 ] Get reward 8.00. Last 8 times\n",
      "[ seed=941208 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=456245 ] Get reward 10.00. Last 10 times\n",
      "[ seed=488494 ] Get reward 14.00. Last 14 times\n",
      "[ seed=941563 ] Get reward 10.00. Last 10 times\n",
      "[ seed=62182 ] Get reward 14.00. Last 14 times\n",
      "[ seed=557988 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 11.40.\n",
      "[ seed=251897 ] Get reward 16.00. Last 16 times\n",
      "[ seed=333715 ] Get reward 15.00. Last 15 times\n",
      "[ seed=479562 ] Get reward 21.00. Last 21 times\n",
      "[ seed=370111 ] Get reward 18.00. Last 18 times\n",
      "[ seed=34315 ] Get reward 15.00. Last 15 times\n",
      "[ PLAY ] Get reward 17.00.\n",
      "[ seed=717741 ] Get reward 28.00. Last 28 times\n",
      "[ seed=587437 ] Get reward 20.00. Last 20 times\n",
      "[ seed=983490 ] Get reward 24.00. Last 24 times\n",
      "[ seed=17200 ] Get reward 21.00. Last 21 times\n",
      "[ seed=803614 ] Get reward 23.00. Last 23 times\n",
      "[ PLAY ] Get reward 23.20.\n",
      "[ seed=744373 ] Get reward 47.00. Last 47 times\n",
      "[ seed=342127 ] Get reward 23.00. Last 23 times\n",
      "[ seed=952048 ] Get reward 35.00. Last 35 times\n",
      "[ seed=524072 ] Get reward 24.00. Last 24 times\n",
      "[ seed=426716 ] Get reward 27.00. Last 27 times\n",
      "[ PLAY ] Get reward 31.20.\n",
      "[ seed=75770 ] Get reward 200.00. Last 200 times\n",
      "[ seed=340406 ] Get reward 84.00. Last 84 times\n",
      "[ seed=683692 ] Get reward 200.00. Last 200 times\n",
      "[ seed=462774 ] Get reward 80.00. Last 80 times\n",
      "[ seed=939352 ] Get reward 80.00. Last 80 times\n",
      "[ PLAY ] Get reward 128.80.\n",
      "[ seed=129389 ] Get reward 49.00. Last 49 times\n",
      "[ seed=369664 ] Get reward 51.00. Last 51 times\n",
      "[ seed=84566 ] Get reward 48.00. Last 48 times\n",
      "[ seed=416217 ] Get reward 48.00. Last 48 times\n",
      "[ seed=334806 ] Get reward 72.00. Last 72 times\n",
      "[ PLAY ] Get reward 53.60.\n",
      "[ seed=121207 ] Get reward 49.00. Last 49 times\n",
      "[ seed=144237 ] Get reward 33.00. Last 33 times\n",
      "[ seed=716278 ] Get reward 38.00. Last 38 times\n",
      "[ seed=604466 ] Get reward 36.00. Last 36 times\n",
      "[ seed=236621 ] Get reward 49.00. Last 49 times\n",
      "[ PLAY ] Get reward 41.00.\n",
      "[ seed=624511 ] Get reward 35.00. Last 35 times\n",
      "[ seed=424629 ] Get reward 36.00. Last 36 times\n",
      "[ seed=602874 ] Get reward 36.00. Last 36 times\n",
      "[ seed=333286 ] Get reward 34.00. Last 34 times\n",
      "[ seed=422393 ] Get reward 27.00. Last 27 times\n",
      "[ PLAY ] Get reward 33.60.\n",
      "[ seed=177343 ] Get reward 24.00. Last 24 times\n",
      "[ seed=427955 ] Get reward 29.00. Last 29 times\n",
      "[ seed=582112 ] Get reward 23.00. Last 23 times\n",
      "[ seed=301287 ] Get reward 23.00. Last 23 times\n",
      "[ seed=227855 ] Get reward 28.00. Last 28 times\n",
      "[ PLAY ] Get reward 25.40.\n",
      "[ seed=502053 ] Get reward 10.00. Last 10 times\n",
      "[ seed=766598 ] Get reward 17.00. Last 17 times\n",
      "[ seed=193658 ] Get reward 19.00. Last 19 times\n",
      "[ seed=947013 ] Get reward 17.00. Last 17 times\n",
      "[ seed=355465 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 14.40.\n",
      "[ seed=152763 ] Get reward 9.00. Last 9 times\n",
      "[ seed=553357 ] Get reward 10.00. Last 10 times\n",
      "[ seed=867525 ] Get reward 10.00. Last 10 times\n",
      "[ seed=111871 ] Get reward 10.00. Last 10 times\n",
      "[ seed=114630 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=819355 ] Get reward 9.00. Last 9 times\n",
      "[ seed=81239 ] Get reward 9.00. Last 9 times\n",
      "[ seed=87938 ] Get reward 10.00. Last 10 times\n",
      "[ seed=248012 ] Get reward 9.00. Last 9 times\n",
      "[ seed=716538 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=908938 ] Get reward 10.00. Last 10 times\n",
      "[ seed=659298 ] Get reward 9.00. Last 9 times\n",
      "[ seed=563307 ] Get reward 11.00. Last 11 times\n",
      "[ seed=400215 ] Get reward 10.00. Last 10 times\n",
      "[ seed=682846 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=905530 ] Get reward 10.00. Last 10 times\n",
      "[ seed=219859 ] Get reward 9.00. Last 9 times\n",
      "[ seed=89583 ] Get reward 8.00. Last 8 times\n",
      "[ seed=645866 ] Get reward 9.00. Last 9 times\n",
      "[ seed=24087 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=998875 ] Get reward 9.00. Last 9 times\n",
      "[ seed=636061 ] Get reward 60.00. Last 60 times\n",
      "[ seed=708218 ] Get reward 61.00. Last 61 times\n",
      "[ seed=807876 ] Get reward 9.00. Last 9 times\n",
      "[ seed=850788 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 29.60.\n",
      "[ seed=603165 ] Get reward 11.00. Last 11 times\n",
      "[ seed=223645 ] Get reward 22.00. Last 22 times\n",
      "[ seed=421178 ] Get reward 16.00. Last 16 times\n",
      "[ seed=823605 ] Get reward 17.00. Last 17 times\n",
      "[ seed=170413 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 15.20.\n",
      "[ seed=493766 ] Get reward 10.00. Last 10 times\n",
      "[ seed=979122 ] Get reward 8.00. Last 8 times\n",
      "[ seed=841867 ] Get reward 10.00. Last 10 times\n",
      "[ seed=787646 ] Get reward 9.00. Last 9 times\n",
      "[ seed=725719 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=401875 ] Get reward 10.00. Last 10 times\n",
      "[ seed=144409 ] Get reward 8.00. Last 8 times\n",
      "[ seed=783308 ] Get reward 10.00. Last 10 times\n",
      "[ seed=193819 ] Get reward 10.00. Last 10 times\n",
      "[ seed=904330 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=229591 ] Get reward 9.00. Last 9 times\n",
      "[ seed=821403 ] Get reward 10.00. Last 10 times\n",
      "[ seed=787522 ] Get reward 10.00. Last 10 times\n",
      "[ seed=922855 ] Get reward 10.00. Last 10 times\n",
      "[ seed=511124 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=668239 ] Get reward 10.00. Last 10 times\n",
      "[ seed=646665 ] Get reward 10.00. Last 10 times\n",
      "[ seed=694007 ] Get reward 9.00. Last 9 times\n",
      "[ seed=442624 ] Get reward 10.00. Last 10 times\n",
      "[ seed=737821 ] Get reward 11.00. Last 11 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=653110 ] Get reward 10.00. Last 10 times\n",
      "[ seed=460143 ] Get reward 8.00. Last 8 times\n",
      "[ seed=174692 ] Get reward 10.00. Last 10 times\n",
      "[ seed=543749 ] Get reward 10.00. Last 10 times\n",
      "[ seed=720456 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=27042 ] Get reward 8.00. Last 8 times\n",
      "[ seed=855108 ] Get reward 8.00. Last 8 times\n",
      "[ seed=65982 ] Get reward 9.00. Last 9 times\n",
      "[ seed=834806 ] Get reward 10.00. Last 10 times\n",
      "[ seed=421139 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=945069 ] Get reward 9.00. Last 9 times\n",
      "[ seed=535943 ] Get reward 9.00. Last 9 times\n",
      "[ seed=221119 ] Get reward 10.00. Last 10 times\n",
      "[ seed=111927 ] Get reward 9.00. Last 9 times\n",
      "[ seed=20993 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=743573 ] Get reward 11.00. Last 11 times\n",
      "[ seed=447295 ] Get reward 9.00. Last 9 times\n",
      "[ seed=238579 ] Get reward 10.00. Last 10 times\n",
      "[ seed=108006 ] Get reward 9.00. Last 9 times\n",
      "[ seed=85551 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=406668 ] Get reward 10.00. Last 10 times\n",
      "[ seed=876719 ] Get reward 9.00. Last 9 times\n",
      "[ seed=263227 ] Get reward 9.00. Last 9 times\n",
      "[ seed=415187 ] Get reward 10.00. Last 10 times\n",
      "[ seed=989963 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=549283 ] Get reward 10.00. Last 10 times\n",
      "[ seed=301818 ] Get reward 9.00. Last 9 times\n",
      "[ seed=673497 ] Get reward 11.00. Last 11 times\n",
      "[ seed=683803 ] Get reward 9.00. Last 9 times\n",
      "[ seed=718611 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=124844 ] Get reward 9.00. Last 9 times\n",
      "[ seed=250263 ] Get reward 9.00. Last 9 times\n",
      "[ seed=935796 ] Get reward 9.00. Last 9 times\n",
      "[ seed=957519 ] Get reward 10.00. Last 10 times\n",
      "[ seed=766912 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=85206 ] Get reward 9.00. Last 9 times\n",
      "[ seed=174097 ] Get reward 9.00. Last 9 times\n",
      "[ seed=313688 ] Get reward 9.00. Last 9 times\n",
      "[ seed=879237 ] Get reward 9.00. Last 9 times\n",
      "[ seed=845519 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=875773 ] Get reward 10.00. Last 10 times\n",
      "[ seed=824774 ] Get reward 9.00. Last 9 times\n",
      "[ seed=724120 ] Get reward 9.00. Last 9 times\n",
      "[ seed=885542 ] Get reward 10.00. Last 10 times\n",
      "[ seed=921055 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=743148 ] Get reward 9.00. Last 9 times\n",
      "[ seed=843305 ] Get reward 10.00. Last 10 times\n",
      "[ seed=999221 ] Get reward 9.00. Last 9 times\n",
      "[ seed=278770 ] Get reward 10.00. Last 10 times\n",
      "[ seed=267623 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=285642 ] Get reward 9.00. Last 9 times\n",
      "[ seed=281589 ] Get reward 9.00. Last 9 times\n",
      "[ seed=148734 ] Get reward 10.00. Last 10 times\n",
      "[ seed=212977 ] Get reward 10.00. Last 10 times\n",
      "[ seed=966339 ] Get reward 11.00. Last 11 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=466807 ] Get reward 8.00. Last 8 times\n",
      "[ seed=952943 ] Get reward 10.00. Last 10 times\n",
      "[ seed=662919 ] Get reward 10.00. Last 10 times\n",
      "[ seed=350434 ] Get reward 10.00. Last 10 times\n",
      "[ seed=993505 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=343535 ] Get reward 9.00. Last 9 times\n",
      "[ seed=626142 ] Get reward 9.00. Last 9 times\n",
      "[ seed=978008 ] Get reward 9.00. Last 9 times\n",
      "[ seed=798911 ] Get reward 9.00. Last 9 times\n",
      "[ seed=495261 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=312908 ] Get reward 9.00. Last 9 times\n",
      "[ seed=56724 ] Get reward 9.00. Last 9 times\n",
      "[ seed=25065 ] Get reward 9.00. Last 9 times\n",
      "[ seed=862286 ] Get reward 9.00. Last 9 times\n",
      "[ seed=966944 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=275068 ] Get reward 11.00. Last 11 times\n",
      "[ seed=679682 ] Get reward 8.00. Last 8 times\n",
      "[ seed=301234 ] Get reward 10.00. Last 10 times\n",
      "[ seed=69547 ] Get reward 10.00. Last 10 times\n",
      "[ seed=432376 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=17418 ] Get reward 10.00. Last 10 times\n",
      "[ seed=347262 ] Get reward 9.00. Last 9 times\n",
      "[ seed=828344 ] Get reward 9.00. Last 9 times\n",
      "[ seed=624157 ] Get reward 9.00. Last 9 times\n",
      "[ seed=135343 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=949025 ] Get reward 11.00. Last 11 times\n",
      "[ seed=734725 ] Get reward 10.00. Last 10 times\n",
      "[ seed=438052 ] Get reward 10.00. Last 10 times\n",
      "[ seed=16062 ] Get reward 9.00. Last 9 times\n",
      "[ seed=67613 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=697522 ] Get reward 9.00. Last 9 times\n",
      "[ seed=302871 ] Get reward 10.00. Last 10 times\n",
      "[ seed=55519 ] Get reward 10.00. Last 10 times\n",
      "[ seed=573775 ] Get reward 10.00. Last 10 times\n",
      "[ seed=189598 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=795016 ] Get reward 10.00. Last 10 times\n",
      "[ seed=96026 ] Get reward 9.00. Last 9 times\n",
      "[ seed=217432 ] Get reward 10.00. Last 10 times\n",
      "[ seed=696776 ] Get reward 9.00. Last 9 times\n",
      "[ seed=145958 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=908579 ] Get reward 8.00. Last 8 times\n",
      "[ seed=647974 ] Get reward 9.00. Last 9 times\n",
      "[ seed=458599 ] Get reward 10.00. Last 10 times\n",
      "[ seed=416371 ] Get reward 10.00. Last 10 times\n",
      "[ seed=38944 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=627929 ] Get reward 9.00. Last 9 times\n",
      "[ seed=175806 ] Get reward 9.00. Last 9 times\n",
      "[ seed=487666 ] Get reward 9.00. Last 9 times\n",
      "[ seed=311697 ] Get reward 10.00. Last 10 times\n",
      "[ seed=462357 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=54835 ] Get reward 9.00. Last 9 times\n",
      "[ seed=824649 ] Get reward 9.00. Last 9 times\n",
      "[ seed=853571 ] Get reward 10.00. Last 10 times\n",
      "[ seed=761732 ] Get reward 8.00. Last 8 times\n",
      "[ seed=707189 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=674890 ] Get reward 9.00. Last 9 times\n",
      "[ seed=554199 ] Get reward 9.00. Last 9 times\n",
      "[ seed=492749 ] Get reward 9.00. Last 9 times\n",
      "[ seed=671048 ] Get reward 10.00. Last 10 times\n",
      "[ seed=24857 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=357463 ] Get reward 10.00. Last 10 times\n",
      "[ seed=454884 ] Get reward 9.00. Last 9 times\n",
      "[ seed=819087 ] Get reward 10.00. Last 10 times\n",
      "[ seed=117835 ] Get reward 10.00. Last 10 times\n",
      "[ seed=486312 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=356292 ] Get reward 10.00. Last 10 times\n",
      "[ seed=246337 ] Get reward 10.00. Last 10 times\n",
      "[ seed=789012 ] Get reward 10.00. Last 10 times\n",
      "[ seed=894720 ] Get reward 9.00. Last 9 times\n",
      "[ seed=990782 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=302210 ] Get reward 9.00. Last 9 times\n",
      "[ seed=354871 ] Get reward 10.00. Last 10 times\n",
      "[ seed=738792 ] Get reward 9.00. Last 9 times\n",
      "[ seed=110324 ] Get reward 10.00. Last 10 times\n",
      "[ seed=499425 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=373061 ] Get reward 10.00. Last 10 times\n",
      "[ seed=714147 ] Get reward 10.00. Last 10 times\n",
      "[ seed=860661 ] Get reward 9.00. Last 9 times\n",
      "[ seed=826473 ] Get reward 9.00. Last 9 times\n",
      "[ seed=857751 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=140183 ] Get reward 10.00. Last 10 times\n",
      "[ seed=743378 ] Get reward 10.00. Last 10 times\n",
      "[ seed=528041 ] Get reward 10.00. Last 10 times\n",
      "[ seed=53257 ] Get reward 10.00. Last 10 times\n",
      "[ seed=4279 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=200927 ] Get reward 9.00. Last 9 times\n",
      "[ seed=989141 ] Get reward 10.00. Last 10 times\n",
      "[ seed=547970 ] Get reward 9.00. Last 9 times\n",
      "[ seed=712592 ] Get reward 10.00. Last 10 times\n",
      "[ seed=782064 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=70561 ] Get reward 10.00. Last 10 times\n",
      "[ seed=108090 ] Get reward 10.00. Last 10 times\n",
      "[ seed=692484 ] Get reward 9.00. Last 9 times\n",
      "[ seed=165157 ] Get reward 10.00. Last 10 times\n",
      "[ seed=277995 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=639850 ] Get reward 10.00. Last 10 times\n",
      "[ seed=972603 ] Get reward 11.00. Last 11 times\n",
      "[ seed=483001 ] Get reward 10.00. Last 10 times\n",
      "[ seed=784324 ] Get reward 9.00. Last 9 times\n",
      "[ seed=908888 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=332768 ] Get reward 10.00. Last 10 times\n",
      "[ seed=478320 ] Get reward 9.00. Last 9 times\n",
      "[ seed=835574 ] Get reward 8.00. Last 8 times\n",
      "[ seed=750701 ] Get reward 10.00. Last 10 times\n",
      "[ seed=124396 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=592588 ] Get reward 9.00. Last 9 times\n",
      "[ seed=543897 ] Get reward 10.00. Last 10 times\n",
      "[ seed=546054 ] Get reward 10.00. Last 10 times\n",
      "[ seed=832612 ] Get reward 9.00. Last 9 times\n",
      "[ seed=180664 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=797407 ] Get reward 10.00. Last 10 times\n",
      "[ seed=282133 ] Get reward 8.00. Last 8 times\n",
      "[ seed=74695 ] Get reward 10.00. Last 10 times\n",
      "[ seed=902925 ] Get reward 9.00. Last 9 times\n",
      "[ seed=363216 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=3436 ] Get reward 9.00. Last 9 times\n",
      "[ seed=919314 ] Get reward 9.00. Last 9 times\n",
      "[ seed=45509 ] Get reward 9.00. Last 9 times\n",
      "[ seed=158143 ] Get reward 10.00. Last 10 times\n",
      "[ seed=189013 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=955991 ] Get reward 9.00. Last 9 times\n",
      "[ seed=142781 ] Get reward 9.00. Last 9 times\n",
      "[ seed=946829 ] Get reward 10.00. Last 10 times\n",
      "[ seed=473646 ] Get reward 8.00. Last 8 times\n",
      "[ seed=630910 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 8.80.\n",
      "[ seed=603691 ] Get reward 10.00. Last 10 times\n",
      "[ seed=660009 ] Get reward 10.00. Last 10 times\n",
      "[ seed=318928 ] Get reward 9.00. Last 9 times\n",
      "[ seed=32049 ] Get reward 10.00. Last 10 times\n",
      "[ seed=312052 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=226581 ] Get reward 9.00. Last 9 times\n",
      "[ seed=540465 ] Get reward 9.00. Last 9 times\n",
      "[ seed=377589 ] Get reward 10.00. Last 10 times\n",
      "[ seed=832456 ] Get reward 10.00. Last 10 times\n",
      "[ seed=59860 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=813574 ] Get reward 10.00. Last 10 times\n",
      "[ seed=697188 ] Get reward 8.00. Last 8 times\n",
      "[ seed=852614 ] Get reward 9.00. Last 9 times\n",
      "[ seed=636627 ] Get reward 9.00. Last 9 times\n",
      "[ seed=481336 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=554846 ] Get reward 10.00. Last 10 times\n",
      "[ seed=664321 ] Get reward 10.00. Last 10 times\n",
      "[ seed=932785 ] Get reward 9.00. Last 9 times\n",
      "[ seed=37392 ] Get reward 9.00. Last 9 times\n",
      "[ seed=207079 ] Get reward 11.00. Last 11 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=178003 ] Get reward 11.00. Last 11 times\n",
      "[ seed=395035 ] Get reward 10.00. Last 10 times\n",
      "[ seed=851517 ] Get reward 9.00. Last 9 times\n",
      "[ seed=699586 ] Get reward 9.00. Last 9 times\n",
      "[ seed=57438 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=356445 ] Get reward 10.00. Last 10 times\n",
      "[ seed=93169 ] Get reward 9.00. Last 9 times\n",
      "[ seed=372949 ] Get reward 10.00. Last 10 times\n",
      "[ seed=284694 ] Get reward 10.00. Last 10 times\n",
      "[ seed=917260 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=344059 ] Get reward 9.00. Last 9 times\n",
      "[ seed=451913 ] Get reward 10.00. Last 10 times\n",
      "[ seed=710662 ] Get reward 9.00. Last 9 times\n",
      "[ seed=682681 ] Get reward 10.00. Last 10 times\n",
      "[ seed=757578 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=56536 ] Get reward 10.00. Last 10 times\n",
      "[ seed=37710 ] Get reward 8.00. Last 8 times\n",
      "[ seed=813059 ] Get reward 10.00. Last 10 times\n",
      "[ seed=194919 ] Get reward 8.00. Last 8 times\n",
      "[ seed=431649 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=647432 ] Get reward 9.00. Last 9 times\n",
      "[ seed=948059 ] Get reward 9.00. Last 9 times\n",
      "[ seed=723613 ] Get reward 10.00. Last 10 times\n",
      "[ seed=67259 ] Get reward 9.00. Last 9 times\n",
      "[ seed=693824 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=123251 ] Get reward 10.00. Last 10 times\n",
      "[ seed=562487 ] Get reward 10.00. Last 10 times\n",
      "[ seed=903456 ] Get reward 9.00. Last 9 times\n",
      "[ seed=271705 ] Get reward 10.00. Last 10 times\n",
      "[ seed=608932 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=182534 ] Get reward 10.00. Last 10 times\n",
      "[ seed=304666 ] Get reward 10.00. Last 10 times\n",
      "[ seed=481683 ] Get reward 10.00. Last 10 times\n",
      "[ seed=224025 ] Get reward 10.00. Last 10 times\n",
      "[ seed=269104 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=208320 ] Get reward 10.00. Last 10 times\n",
      "[ seed=162524 ] Get reward 10.00. Last 10 times\n",
      "[ seed=630617 ] Get reward 10.00. Last 10 times\n",
      "[ seed=71725 ] Get reward 9.00. Last 9 times\n",
      "[ seed=660599 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=186044 ] Get reward 10.00. Last 10 times\n",
      "[ seed=887047 ] Get reward 10.00. Last 10 times\n",
      "[ seed=522270 ] Get reward 9.00. Last 9 times\n",
      "[ seed=241138 ] Get reward 10.00. Last 10 times\n",
      "[ seed=383312 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=771164 ] Get reward 9.00. Last 9 times\n",
      "[ seed=183553 ] Get reward 11.00. Last 11 times\n",
      "[ seed=572835 ] Get reward 11.00. Last 11 times\n",
      "[ seed=425474 ] Get reward 10.00. Last 10 times\n",
      "[ seed=848820 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=896140 ] Get reward 9.00. Last 9 times\n",
      "[ seed=193212 ] Get reward 10.00. Last 10 times\n",
      "[ seed=351327 ] Get reward 9.00. Last 9 times\n",
      "[ seed=232817 ] Get reward 10.00. Last 10 times\n",
      "[ seed=192782 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=730758 ] Get reward 10.00. Last 10 times\n",
      "[ seed=785118 ] Get reward 10.00. Last 10 times\n",
      "[ seed=491703 ] Get reward 10.00. Last 10 times\n",
      "[ seed=153899 ] Get reward 10.00. Last 10 times\n",
      "[ seed=284475 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=656011 ] Get reward 10.00. Last 10 times\n",
      "[ seed=889566 ] Get reward 10.00. Last 10 times\n",
      "[ seed=923985 ] Get reward 10.00. Last 10 times\n",
      "[ seed=867903 ] Get reward 9.00. Last 9 times\n",
      "[ seed=282684 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=37026 ] Get reward 10.00. Last 10 times\n",
      "[ seed=943098 ] Get reward 9.00. Last 9 times\n",
      "[ seed=458016 ] Get reward 10.00. Last 10 times\n",
      "[ seed=206009 ] Get reward 10.00. Last 10 times\n",
      "[ seed=611726 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=472992 ] Get reward 10.00. Last 10 times\n",
      "[ seed=865586 ] Get reward 9.00. Last 9 times\n",
      "[ seed=600335 ] Get reward 8.00. Last 8 times\n",
      "[ seed=862539 ] Get reward 10.00. Last 10 times\n",
      "[ seed=19268 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=77006 ] Get reward 9.00. Last 9 times\n",
      "[ seed=845526 ] Get reward 10.00. Last 10 times\n",
      "[ seed=618071 ] Get reward 9.00. Last 9 times\n",
      "[ seed=849308 ] Get reward 9.00. Last 9 times\n",
      "[ seed=798987 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=977555 ] Get reward 9.00. Last 9 times\n",
      "[ seed=794573 ] Get reward 9.00. Last 9 times\n",
      "[ seed=944845 ] Get reward 10.00. Last 10 times\n",
      "[ seed=215551 ] Get reward 10.00. Last 10 times\n",
      "[ seed=517838 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=994524 ] Get reward 9.00. Last 9 times\n",
      "[ seed=823982 ] Get reward 10.00. Last 10 times\n",
      "[ seed=692256 ] Get reward 9.00. Last 9 times\n",
      "[ seed=660990 ] Get reward 9.00. Last 9 times\n",
      "[ seed=500821 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=58184 ] Get reward 10.00. Last 10 times\n",
      "[ seed=166952 ] Get reward 11.00. Last 11 times\n",
      "[ seed=94115 ] Get reward 10.00. Last 10 times\n",
      "[ seed=679316 ] Get reward 9.00. Last 9 times\n",
      "[ seed=203730 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=126855 ] Get reward 10.00. Last 10 times\n",
      "[ seed=645283 ] Get reward 10.00. Last 10 times\n",
      "[ seed=320129 ] Get reward 9.00. Last 9 times\n",
      "[ seed=790301 ] Get reward 9.00. Last 9 times\n",
      "[ seed=970759 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=941030 ] Get reward 9.00. Last 9 times\n",
      "[ seed=769181 ] Get reward 9.00. Last 9 times\n",
      "[ seed=405838 ] Get reward 9.00. Last 9 times\n",
      "[ seed=3367 ] Get reward 10.00. Last 10 times\n",
      "[ seed=402105 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=52619 ] Get reward 9.00. Last 9 times\n",
      "[ seed=914654 ] Get reward 10.00. Last 10 times\n",
      "[ seed=48614 ] Get reward 10.00. Last 10 times\n",
      "[ seed=445320 ] Get reward 10.00. Last 10 times\n",
      "[ seed=406468 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=51806 ] Get reward 9.00. Last 9 times\n",
      "[ seed=779072 ] Get reward 11.00. Last 11 times\n",
      "[ seed=72088 ] Get reward 10.00. Last 10 times\n",
      "[ seed=497448 ] Get reward 8.00. Last 8 times\n",
      "[ seed=947224 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=237581 ] Get reward 10.00. Last 10 times\n",
      "[ seed=324423 ] Get reward 8.00. Last 8 times\n",
      "[ seed=907721 ] Get reward 10.00. Last 10 times\n",
      "[ seed=861694 ] Get reward 10.00. Last 10 times\n",
      "[ seed=234708 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=325981 ] Get reward 10.00. Last 10 times\n",
      "[ seed=809584 ] Get reward 11.00. Last 11 times\n",
      "[ seed=930404 ] Get reward 8.00. Last 8 times\n",
      "[ seed=362451 ] Get reward 8.00. Last 8 times\n",
      "[ seed=553130 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=134884 ] Get reward 10.00. Last 10 times\n",
      "[ seed=603135 ] Get reward 9.00. Last 9 times\n",
      "[ seed=663873 ] Get reward 9.00. Last 9 times\n",
      "[ seed=322046 ] Get reward 9.00. Last 9 times\n",
      "[ seed=737052 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=792235 ] Get reward 9.00. Last 9 times\n",
      "[ seed=983709 ] Get reward 8.00. Last 8 times\n",
      "[ seed=674778 ] Get reward 9.00. Last 9 times\n",
      "[ seed=70102 ] Get reward 10.00. Last 10 times\n",
      "[ seed=185398 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=753700 ] Get reward 9.00. Last 9 times\n",
      "[ seed=644704 ] Get reward 9.00. Last 9 times\n",
      "[ seed=404777 ] Get reward 9.00. Last 9 times\n",
      "[ seed=163630 ] Get reward 10.00. Last 10 times\n",
      "[ seed=15499 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=647943 ] Get reward 10.00. Last 10 times\n",
      "[ seed=118790 ] Get reward 10.00. Last 10 times\n",
      "[ seed=429608 ] Get reward 9.00. Last 9 times\n",
      "[ seed=245159 ] Get reward 11.00. Last 11 times\n",
      "[ seed=991544 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=426062 ] Get reward 9.00. Last 9 times\n",
      "[ seed=203753 ] Get reward 10.00. Last 10 times\n",
      "[ seed=438961 ] Get reward 10.00. Last 10 times\n",
      "[ seed=437513 ] Get reward 9.00. Last 9 times\n",
      "[ seed=128204 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=716944 ] Get reward 10.00. Last 10 times\n",
      "[ seed=354775 ] Get reward 10.00. Last 10 times\n",
      "[ seed=12284 ] Get reward 10.00. Last 10 times\n",
      "[ seed=737541 ] Get reward 9.00. Last 9 times\n",
      "[ seed=80280 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=587851 ] Get reward 9.00. Last 9 times\n",
      "[ seed=334873 ] Get reward 9.00. Last 9 times\n",
      "[ seed=491256 ] Get reward 9.00. Last 9 times\n",
      "[ seed=5566 ] Get reward 10.00. Last 10 times\n",
      "[ seed=229774 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=156805 ] Get reward 11.00. Last 11 times\n",
      "[ seed=713040 ] Get reward 10.00. Last 10 times\n",
      "[ seed=274906 ] Get reward 8.00. Last 8 times\n",
      "[ seed=201462 ] Get reward 10.00. Last 10 times\n",
      "[ seed=478580 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=948074 ] Get reward 11.00. Last 11 times\n",
      "[ seed=44619 ] Get reward 10.00. Last 10 times\n",
      "[ seed=362859 ] Get reward 10.00. Last 10 times\n",
      "[ seed=978546 ] Get reward 10.00. Last 10 times\n",
      "[ seed=660867 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 10.20.\n",
      "[ seed=726391 ] Get reward 10.00. Last 10 times\n",
      "[ seed=727540 ] Get reward 10.00. Last 10 times\n",
      "[ seed=753830 ] Get reward 10.00. Last 10 times\n",
      "[ seed=706520 ] Get reward 10.00. Last 10 times\n",
      "[ seed=655340 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=332971 ] Get reward 9.00. Last 9 times\n",
      "[ seed=22769 ] Get reward 10.00. Last 10 times\n",
      "[ seed=599955 ] Get reward 9.00. Last 9 times\n",
      "[ seed=217865 ] Get reward 10.00. Last 10 times\n",
      "[ seed=946534 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=557605 ] Get reward 10.00. Last 10 times\n",
      "[ seed=167274 ] Get reward 11.00. Last 11 times\n",
      "[ seed=20536 ] Get reward 8.00. Last 8 times\n",
      "[ seed=427461 ] Get reward 9.00. Last 9 times\n",
      "[ seed=518726 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=871268 ] Get reward 10.00. Last 10 times\n",
      "[ seed=335074 ] Get reward 11.00. Last 11 times\n",
      "[ seed=33009 ] Get reward 10.00. Last 10 times\n",
      "[ seed=790840 ] Get reward 10.00. Last 10 times\n",
      "[ seed=145101 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 10.20.\n",
      "[ seed=705401 ] Get reward 10.00. Last 10 times\n",
      "[ seed=220891 ] Get reward 9.00. Last 9 times\n",
      "[ seed=216558 ] Get reward 9.00. Last 9 times\n",
      "[ seed=887256 ] Get reward 10.00. Last 10 times\n",
      "[ seed=871430 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=258991 ] Get reward 9.00. Last 9 times\n",
      "[ seed=125513 ] Get reward 8.00. Last 8 times\n",
      "[ seed=407910 ] Get reward 10.00. Last 10 times\n",
      "[ seed=711008 ] Get reward 10.00. Last 10 times\n",
      "[ seed=63680 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=379925 ] Get reward 8.00. Last 8 times\n",
      "[ seed=757616 ] Get reward 10.00. Last 10 times\n",
      "[ seed=743406 ] Get reward 8.00. Last 8 times\n",
      "[ seed=300346 ] Get reward 8.00. Last 8 times\n",
      "[ seed=581288 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 8.60.\n",
      "[ seed=510777 ] Get reward 9.00. Last 9 times\n",
      "[ seed=315137 ] Get reward 10.00. Last 10 times\n",
      "[ seed=396845 ] Get reward 9.00. Last 9 times\n",
      "[ seed=239435 ] Get reward 11.00. Last 11 times\n",
      "[ seed=629804 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=408884 ] Get reward 11.00. Last 11 times\n",
      "[ seed=206657 ] Get reward 8.00. Last 8 times\n",
      "[ seed=234592 ] Get reward 10.00. Last 10 times\n",
      "[ seed=60351 ] Get reward 8.00. Last 8 times\n",
      "[ seed=407149 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=977654 ] Get reward 10.00. Last 10 times\n",
      "[ seed=597807 ] Get reward 10.00. Last 10 times\n",
      "[ seed=703390 ] Get reward 9.00. Last 9 times\n",
      "[ seed=819012 ] Get reward 10.00. Last 10 times\n",
      "[ seed=402960 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=824232 ] Get reward 10.00. Last 10 times\n",
      "[ seed=95975 ] Get reward 10.00. Last 10 times\n",
      "[ seed=653025 ] Get reward 9.00. Last 9 times\n",
      "[ seed=632519 ] Get reward 9.00. Last 9 times\n",
      "[ seed=338183 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=595012 ] Get reward 10.00. Last 10 times\n",
      "[ seed=186372 ] Get reward 10.00. Last 10 times\n",
      "[ seed=573914 ] Get reward 10.00. Last 10 times\n",
      "[ seed=297434 ] Get reward 9.00. Last 9 times\n",
      "[ seed=662890 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=223577 ] Get reward 10.00. Last 10 times\n",
      "[ seed=450526 ] Get reward 10.00. Last 10 times\n",
      "[ seed=681739 ] Get reward 9.00. Last 9 times\n",
      "[ seed=490585 ] Get reward 10.00. Last 10 times\n",
      "[ seed=980582 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=558085 ] Get reward 9.00. Last 9 times\n",
      "[ seed=12680 ] Get reward 9.00. Last 9 times\n",
      "[ seed=448900 ] Get reward 10.00. Last 10 times\n",
      "[ seed=289808 ] Get reward 9.00. Last 9 times\n",
      "[ seed=92062 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=108151 ] Get reward 10.00. Last 10 times\n",
      "[ seed=82353 ] Get reward 10.00. Last 10 times\n",
      "[ seed=307109 ] Get reward 11.00. Last 11 times\n",
      "[ seed=265736 ] Get reward 9.00. Last 9 times\n",
      "[ seed=825546 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=695846 ] Get reward 10.00. Last 10 times\n",
      "[ seed=41591 ] Get reward 10.00. Last 10 times\n",
      "[ seed=110935 ] Get reward 10.00. Last 10 times\n",
      "[ seed=14756 ] Get reward 9.00. Last 9 times\n",
      "[ seed=38048 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=462208 ] Get reward 10.00. Last 10 times\n",
      "[ seed=463837 ] Get reward 10.00. Last 10 times\n",
      "[ seed=582005 ] Get reward 9.00. Last 9 times\n",
      "[ seed=891470 ] Get reward 10.00. Last 10 times\n",
      "[ seed=498482 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=644401 ] Get reward 10.00. Last 10 times\n",
      "[ seed=168464 ] Get reward 10.00. Last 10 times\n",
      "[ seed=142222 ] Get reward 10.00. Last 10 times\n",
      "[ seed=348969 ] Get reward 10.00. Last 10 times\n",
      "[ seed=995943 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=713053 ] Get reward 9.00. Last 9 times\n",
      "[ seed=903826 ] Get reward 9.00. Last 9 times\n",
      "[ seed=862878 ] Get reward 11.00. Last 11 times\n",
      "[ seed=836551 ] Get reward 10.00. Last 10 times\n",
      "[ seed=817712 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=639588 ] Get reward 10.00. Last 10 times\n",
      "[ seed=809849 ] Get reward 9.00. Last 9 times\n",
      "[ seed=145102 ] Get reward 11.00. Last 11 times\n",
      "[ seed=84602 ] Get reward 9.00. Last 9 times\n",
      "[ seed=822012 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=198085 ] Get reward 10.00. Last 10 times\n",
      "[ seed=299635 ] Get reward 10.00. Last 10 times\n",
      "[ seed=387426 ] Get reward 10.00. Last 10 times\n",
      "[ seed=791446 ] Get reward 10.00. Last 10 times\n",
      "[ seed=22199 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=587872 ] Get reward 10.00. Last 10 times\n",
      "[ seed=730948 ] Get reward 8.00. Last 8 times\n",
      "[ seed=937458 ] Get reward 9.00. Last 9 times\n",
      "[ seed=138775 ] Get reward 10.00. Last 10 times\n",
      "[ seed=437195 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=482273 ] Get reward 10.00. Last 10 times\n",
      "[ seed=123918 ] Get reward 8.00. Last 8 times\n",
      "[ seed=671273 ] Get reward 10.00. Last 10 times\n",
      "[ seed=110767 ] Get reward 10.00. Last 10 times\n",
      "[ seed=561602 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=900439 ] Get reward 10.00. Last 10 times\n",
      "[ seed=926148 ] Get reward 9.00. Last 9 times\n",
      "[ seed=256156 ] Get reward 9.00. Last 9 times\n",
      "[ seed=270859 ] Get reward 10.00. Last 10 times\n",
      "[ seed=983733 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=733302 ] Get reward 10.00. Last 10 times\n",
      "[ seed=841106 ] Get reward 9.00. Last 9 times\n",
      "[ seed=544174 ] Get reward 10.00. Last 10 times\n",
      "[ seed=228998 ] Get reward 10.00. Last 10 times\n",
      "[ seed=630575 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=826272 ] Get reward 9.00. Last 9 times\n",
      "[ seed=953748 ] Get reward 9.00. Last 9 times\n",
      "[ seed=709607 ] Get reward 9.00. Last 9 times\n",
      "[ seed=470180 ] Get reward 10.00. Last 10 times\n",
      "[ seed=629664 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=582713 ] Get reward 9.00. Last 9 times\n",
      "[ seed=320793 ] Get reward 10.00. Last 10 times\n",
      "[ seed=443861 ] Get reward 10.00. Last 10 times\n",
      "[ seed=199690 ] Get reward 10.00. Last 10 times\n",
      "[ seed=921115 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=73912 ] Get reward 10.00. Last 10 times\n",
      "[ seed=541674 ] Get reward 10.00. Last 10 times\n",
      "[ seed=901698 ] Get reward 9.00. Last 9 times\n",
      "[ seed=610419 ] Get reward 9.00. Last 9 times\n",
      "[ seed=269505 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=988075 ] Get reward 10.00. Last 10 times\n",
      "[ seed=128485 ] Get reward 10.00. Last 10 times\n",
      "[ seed=829129 ] Get reward 9.00. Last 9 times\n",
      "[ seed=686404 ] Get reward 8.00. Last 8 times\n",
      "[ seed=372564 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=874688 ] Get reward 9.00. Last 9 times\n",
      "[ seed=571172 ] Get reward 10.00. Last 10 times\n",
      "[ seed=616279 ] Get reward 10.00. Last 10 times\n",
      "[ seed=717640 ] Get reward 9.00. Last 9 times\n",
      "[ seed=639507 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=90968 ] Get reward 10.00. Last 10 times\n",
      "[ seed=107352 ] Get reward 9.00. Last 9 times\n",
      "[ seed=919529 ] Get reward 11.00. Last 11 times\n",
      "[ seed=976463 ] Get reward 10.00. Last 10 times\n",
      "[ seed=308939 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=260965 ] Get reward 9.00. Last 9 times\n",
      "[ seed=621322 ] Get reward 10.00. Last 10 times\n",
      "[ seed=315435 ] Get reward 10.00. Last 10 times\n",
      "[ seed=981526 ] Get reward 9.00. Last 9 times\n",
      "[ seed=890748 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=123043 ] Get reward 9.00. Last 9 times\n",
      "[ seed=322818 ] Get reward 10.00. Last 10 times\n",
      "[ seed=484292 ] Get reward 9.00. Last 9 times\n",
      "[ seed=538862 ] Get reward 10.00. Last 10 times\n",
      "[ seed=603065 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=190866 ] Get reward 11.00. Last 11 times\n",
      "[ seed=866001 ] Get reward 10.00. Last 10 times\n",
      "[ seed=559658 ] Get reward 9.00. Last 9 times\n",
      "[ seed=274308 ] Get reward 10.00. Last 10 times\n",
      "[ seed=542872 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=695354 ] Get reward 10.00. Last 10 times\n",
      "[ seed=20757 ] Get reward 9.00. Last 9 times\n",
      "[ seed=828999 ] Get reward 10.00. Last 10 times\n",
      "[ seed=349260 ] Get reward 10.00. Last 10 times\n",
      "[ seed=410106 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=253272 ] Get reward 10.00. Last 10 times\n",
      "[ seed=65223 ] Get reward 9.00. Last 9 times\n",
      "[ seed=933269 ] Get reward 10.00. Last 10 times\n",
      "[ seed=856119 ] Get reward 10.00. Last 10 times\n",
      "[ seed=652675 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=502129 ] Get reward 9.00. Last 9 times\n",
      "[ seed=832640 ] Get reward 9.00. Last 9 times\n",
      "[ seed=571224 ] Get reward 10.00. Last 10 times\n",
      "[ seed=606588 ] Get reward 10.00. Last 10 times\n",
      "[ seed=163980 ] Get reward 11.00. Last 11 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=690451 ] Get reward 9.00. Last 9 times\n",
      "[ seed=839763 ] Get reward 10.00. Last 10 times\n",
      "[ seed=384085 ] Get reward 9.00. Last 9 times\n",
      "[ seed=598768 ] Get reward 10.00. Last 10 times\n",
      "[ seed=890825 ] Get reward 11.00. Last 11 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=676292 ] Get reward 11.00. Last 11 times\n",
      "[ seed=682286 ] Get reward 9.00. Last 9 times\n",
      "[ seed=273019 ] Get reward 8.00. Last 8 times\n",
      "[ seed=461853 ] Get reward 8.00. Last 8 times\n",
      "[ seed=440873 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 8.80.\n",
      "[ seed=232847 ] Get reward 9.00. Last 9 times\n",
      "[ seed=968101 ] Get reward 9.00. Last 9 times\n",
      "[ seed=263969 ] Get reward 10.00. Last 10 times\n",
      "[ seed=594988 ] Get reward 9.00. Last 9 times\n",
      "[ seed=135687 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=434808 ] Get reward 9.00. Last 9 times\n",
      "[ seed=313333 ] Get reward 10.00. Last 10 times\n",
      "[ seed=412987 ] Get reward 10.00. Last 10 times\n",
      "[ seed=981887 ] Get reward 11.00. Last 11 times\n",
      "[ seed=343963 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=964117 ] Get reward 8.00. Last 8 times\n",
      "[ seed=195365 ] Get reward 9.00. Last 9 times\n",
      "[ seed=663684 ] Get reward 9.00. Last 9 times\n",
      "[ seed=13612 ] Get reward 10.00. Last 10 times\n",
      "[ seed=59651 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=780669 ] Get reward 10.00. Last 10 times\n",
      "[ seed=53598 ] Get reward 9.00. Last 9 times\n",
      "[ seed=27906 ] Get reward 9.00. Last 9 times\n",
      "[ seed=669538 ] Get reward 10.00. Last 10 times\n",
      "[ seed=734300 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=933434 ] Get reward 10.00. Last 10 times\n",
      "[ seed=304955 ] Get reward 9.00. Last 9 times\n",
      "[ seed=75114 ] Get reward 10.00. Last 10 times\n",
      "[ seed=325160 ] Get reward 10.00. Last 10 times\n",
      "[ seed=942776 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=524896 ] Get reward 10.00. Last 10 times\n",
      "[ seed=712544 ] Get reward 9.00. Last 9 times\n",
      "[ seed=47317 ] Get reward 10.00. Last 10 times\n",
      "[ seed=541276 ] Get reward 10.00. Last 10 times\n",
      "[ seed=687755 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=923915 ] Get reward 9.00. Last 9 times\n",
      "[ seed=316552 ] Get reward 9.00. Last 9 times\n",
      "[ seed=939669 ] Get reward 8.00. Last 8 times\n",
      "[ seed=59425 ] Get reward 10.00. Last 10 times\n",
      "[ seed=660812 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=255193 ] Get reward 10.00. Last 10 times\n",
      "[ seed=254273 ] Get reward 9.00. Last 9 times\n",
      "[ seed=461160 ] Get reward 10.00. Last 10 times\n",
      "[ seed=699270 ] Get reward 9.00. Last 9 times\n",
      "[ seed=248898 ] Get reward 11.00. Last 11 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=471086 ] Get reward 10.00. Last 10 times\n",
      "[ seed=201458 ] Get reward 9.00. Last 9 times\n",
      "[ seed=412487 ] Get reward 9.00. Last 9 times\n",
      "[ seed=276179 ] Get reward 9.00. Last 9 times\n",
      "[ seed=766540 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=616379 ] Get reward 10.00. Last 10 times\n",
      "[ seed=47359 ] Get reward 9.00. Last 9 times\n",
      "[ seed=166158 ] Get reward 10.00. Last 10 times\n",
      "[ seed=508441 ] Get reward 10.00. Last 10 times\n",
      "[ seed=977962 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=629894 ] Get reward 11.00. Last 11 times\n",
      "[ seed=738030 ] Get reward 8.00. Last 8 times\n",
      "[ seed=936221 ] Get reward 9.00. Last 9 times\n",
      "[ seed=22014 ] Get reward 9.00. Last 9 times\n",
      "[ seed=780397 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=346914 ] Get reward 10.00. Last 10 times\n",
      "[ seed=996350 ] Get reward 8.00. Last 8 times\n",
      "[ seed=288503 ] Get reward 9.00. Last 9 times\n",
      "[ seed=937982 ] Get reward 9.00. Last 9 times\n",
      "[ seed=830291 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=885101 ] Get reward 10.00. Last 10 times\n",
      "[ seed=202412 ] Get reward 10.00. Last 10 times\n",
      "[ seed=287104 ] Get reward 9.00. Last 9 times\n",
      "[ seed=364376 ] Get reward 10.00. Last 10 times\n",
      "[ seed=976490 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=228204 ] Get reward 10.00. Last 10 times\n",
      "[ seed=46219 ] Get reward 8.00. Last 8 times\n",
      "[ seed=536922 ] Get reward 9.00. Last 9 times\n",
      "[ seed=483867 ] Get reward 9.00. Last 9 times\n",
      "[ seed=928506 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=601560 ] Get reward 10.00. Last 10 times\n",
      "[ seed=408549 ] Get reward 10.00. Last 10 times\n",
      "[ seed=524912 ] Get reward 9.00. Last 9 times\n",
      "[ seed=166175 ] Get reward 10.00. Last 10 times\n",
      "[ seed=500841 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=988536 ] Get reward 8.00. Last 8 times\n",
      "[ seed=953853 ] Get reward 9.00. Last 9 times\n",
      "[ seed=336353 ] Get reward 10.00. Last 10 times\n",
      "[ seed=721836 ] Get reward 9.00. Last 9 times\n",
      "[ seed=482171 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=541945 ] Get reward 10.00. Last 10 times\n",
      "[ seed=185329 ] Get reward 10.00. Last 10 times\n",
      "[ seed=490357 ] Get reward 9.00. Last 9 times\n",
      "[ seed=915223 ] Get reward 10.00. Last 10 times\n",
      "[ seed=534990 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=536238 ] Get reward 10.00. Last 10 times\n",
      "[ seed=46134 ] Get reward 10.00. Last 10 times\n",
      "[ seed=148271 ] Get reward 10.00. Last 10 times\n",
      "[ seed=509447 ] Get reward 9.00. Last 9 times\n",
      "[ seed=289041 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=958574 ] Get reward 9.00. Last 9 times\n",
      "[ seed=620267 ] Get reward 9.00. Last 9 times\n",
      "[ seed=600356 ] Get reward 10.00. Last 10 times\n",
      "[ seed=137979 ] Get reward 9.00. Last 9 times\n",
      "[ seed=72844 ] Get reward 11.00. Last 11 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=370784 ] Get reward 10.00. Last 10 times\n",
      "[ seed=77313 ] Get reward 10.00. Last 10 times\n",
      "[ seed=3389 ] Get reward 8.00. Last 8 times\n",
      "[ seed=710674 ] Get reward 8.00. Last 8 times\n",
      "[ seed=900613 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.20.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0af2f7cc613d420b9df30b2c21243ddb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/800 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ seed=260149 ] Get reward 10.00. Last 10 times\n",
      "[ seed=775718 ] Get reward 11.00. Last 11 times\n",
      "[ seed=965448 ] Get reward 10.00. Last 10 times\n",
      "[ seed=20525 ] Get reward 8.00. Last 8 times\n",
      "[ seed=404891 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=929603 ] Get reward 11.00. Last 11 times\n",
      "[ seed=222275 ] Get reward 13.00. Last 13 times\n",
      "[ seed=497857 ] Get reward 12.00. Last 12 times\n",
      "[ seed=29682 ] Get reward 16.00. Last 16 times\n",
      "[ seed=598938 ] Get reward 13.00. Last 13 times\n",
      "[ PLAY ] Get reward 13.00.\n",
      "[ seed=793138 ] Get reward 21.00. Last 21 times\n",
      "[ seed=447111 ] Get reward 21.00. Last 21 times\n",
      "[ seed=447684 ] Get reward 23.00. Last 23 times\n",
      "[ seed=819906 ] Get reward 17.00. Last 17 times\n",
      "[ seed=217408 ] Get reward 19.00. Last 19 times\n",
      "[ PLAY ] Get reward 20.20.\n",
      "[ seed=215651 ] Get reward 19.00. Last 19 times\n",
      "[ seed=473701 ] Get reward 17.00. Last 17 times\n",
      "[ seed=857225 ] Get reward 17.00. Last 17 times\n",
      "[ seed=985859 ] Get reward 23.00. Last 23 times\n",
      "[ seed=826987 ] Get reward 18.00. Last 18 times\n",
      "[ PLAY ] Get reward 18.80.\n",
      "[ seed=305607 ] Get reward 26.00. Last 26 times\n",
      "[ seed=670539 ] Get reward 25.00. Last 25 times\n",
      "[ seed=452256 ] Get reward 27.00. Last 27 times\n",
      "[ seed=582951 ] Get reward 22.00. Last 22 times\n",
      "[ seed=161575 ] Get reward 23.00. Last 23 times\n",
      "[ PLAY ] Get reward 24.60.\n",
      "[ seed=423855 ] Get reward 29.00. Last 29 times\n",
      "[ seed=396622 ] Get reward 35.00. Last 35 times\n",
      "[ seed=295984 ] Get reward 32.00. Last 32 times\n",
      "[ seed=991739 ] Get reward 38.00. Last 38 times\n",
      "[ seed=902781 ] Get reward 34.00. Last 34 times\n",
      "[ PLAY ] Get reward 33.60.\n",
      "[ seed=742330 ] Get reward 39.00. Last 39 times\n",
      "[ seed=69053 ] Get reward 32.00. Last 32 times\n",
      "[ seed=140658 ] Get reward 35.00. Last 35 times\n",
      "[ seed=778228 ] Get reward 39.00. Last 39 times\n",
      "[ seed=917131 ] Get reward 39.00. Last 39 times\n",
      "[ PLAY ] Get reward 36.80.\n",
      "[ seed=599968 ] Get reward 37.00. Last 37 times\n",
      "[ seed=562039 ] Get reward 41.00. Last 41 times\n",
      "[ seed=484757 ] Get reward 41.00. Last 41 times\n",
      "[ seed=699840 ] Get reward 43.00. Last 43 times\n",
      "[ seed=840664 ] Get reward 43.00. Last 43 times\n",
      "[ PLAY ] Get reward 41.00.\n",
      "[ seed=368948 ] Get reward 41.00. Last 41 times\n",
      "[ seed=172509 ] Get reward 35.00. Last 35 times\n",
      "[ seed=782511 ] Get reward 41.00. Last 41 times\n",
      "[ seed=241552 ] Get reward 41.00. Last 41 times\n",
      "[ seed=967434 ] Get reward 38.00. Last 38 times\n",
      "[ PLAY ] Get reward 39.20.\n",
      "[ seed=539527 ] Get reward 37.00. Last 37 times\n",
      "[ seed=862800 ] Get reward 41.00. Last 41 times\n",
      "[ seed=947917 ] Get reward 44.00. Last 44 times\n",
      "[ seed=974934 ] Get reward 54.00. Last 54 times\n",
      "[ seed=567863 ] Get reward 50.00. Last 50 times\n",
      "[ PLAY ] Get reward 45.20.\n",
      "[ seed=74101 ] Get reward 62.00. Last 62 times\n",
      "[ seed=61818 ] Get reward 52.00. Last 52 times\n",
      "[ seed=335227 ] Get reward 38.00. Last 38 times\n",
      "[ seed=291835 ] Get reward 47.00. Last 47 times\n",
      "[ seed=115085 ] Get reward 59.00. Last 59 times\n",
      "[ PLAY ] Get reward 51.60.\n",
      "[ seed=221927 ] Get reward 90.00. Last 90 times\n",
      "[ seed=133070 ] Get reward 102.00. Last 102 times\n",
      "[ seed=337082 ] Get reward 90.00. Last 90 times\n",
      "[ seed=608141 ] Get reward 97.00. Last 97 times\n",
      "[ seed=58842 ] Get reward 125.00. Last 125 times\n",
      "[ PLAY ] Get reward 100.80.\n",
      "[ seed=622815 ] Get reward 104.00. Last 104 times\n",
      "[ seed=758575 ] Get reward 186.00. Last 186 times\n",
      "[ seed=248400 ] Get reward 118.00. Last 118 times\n",
      "[ seed=116610 ] Get reward 106.00. Last 106 times\n",
      "[ seed=162955 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 142.80.\n",
      "[ seed=844050 ] Get reward 94.00. Last 94 times\n",
      "[ seed=165101 ] Get reward 115.00. Last 115 times\n",
      "[ seed=324078 ] Get reward 132.00. Last 132 times\n",
      "[ seed=115193 ] Get reward 200.00. Last 200 times\n",
      "[ seed=976887 ] Get reward 116.00. Last 116 times\n",
      "[ PLAY ] Get reward 131.40.\n",
      "[ seed=270060 ] Get reward 105.00. Last 105 times\n",
      "[ seed=167026 ] Get reward 103.00. Last 103 times\n",
      "[ seed=849495 ] Get reward 100.00. Last 100 times\n",
      "[ seed=615727 ] Get reward 87.00. Last 87 times\n",
      "[ seed=447808 ] Get reward 121.00. Last 121 times\n",
      "[ PLAY ] Get reward 103.20.\n",
      "[ seed=416789 ] Get reward 200.00. Last 200 times\n",
      "[ seed=675701 ] Get reward 200.00. Last 200 times\n",
      "[ seed=154174 ] Get reward 200.00. Last 200 times\n",
      "[ seed=180535 ] Get reward 200.00. Last 200 times\n",
      "[ seed=440255 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=511430 ] Get reward 200.00. Last 200 times\n",
      "[ seed=791497 ] Get reward 200.00. Last 200 times\n",
      "[ seed=444856 ] Get reward 200.00. Last 200 times\n",
      "[ seed=469314 ] Get reward 200.00. Last 200 times\n",
      "[ seed=945720 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=537451 ] Get reward 200.00. Last 200 times\n",
      "[ seed=183414 ] Get reward 200.00. Last 200 times\n",
      "[ seed=348606 ] Get reward 200.00. Last 200 times\n",
      "[ seed=776013 ] Get reward 200.00. Last 200 times\n",
      "[ seed=761568 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=640952 ] Get reward 200.00. Last 200 times\n",
      "[ seed=554246 ] Get reward 189.00. Last 189 times\n",
      "[ seed=474042 ] Get reward 200.00. Last 200 times\n",
      "[ seed=169047 ] Get reward 200.00. Last 200 times\n",
      "[ seed=688387 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.80.\n",
      "[ seed=262438 ] Get reward 200.00. Last 200 times\n",
      "[ seed=515391 ] Get reward 200.00. Last 200 times\n",
      "[ seed=562264 ] Get reward 200.00. Last 200 times\n",
      "[ seed=155175 ] Get reward 200.00. Last 200 times\n",
      "[ seed=960816 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=337240 ] Get reward 200.00. Last 200 times\n",
      "[ seed=348712 ] Get reward 200.00. Last 200 times\n",
      "[ seed=859720 ] Get reward 200.00. Last 200 times\n",
      "[ seed=525408 ] Get reward 200.00. Last 200 times\n",
      "[ seed=262652 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=35987 ] Get reward 200.00. Last 200 times\n",
      "[ seed=687601 ] Get reward 200.00. Last 200 times\n",
      "[ seed=783783 ] Get reward 200.00. Last 200 times\n",
      "[ seed=120667 ] Get reward 200.00. Last 200 times\n",
      "[ seed=242100 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=408617 ] Get reward 158.00. Last 158 times\n",
      "[ seed=256493 ] Get reward 159.00. Last 159 times\n",
      "[ seed=319837 ] Get reward 153.00. Last 153 times\n",
      "[ seed=388033 ] Get reward 156.00. Last 156 times\n",
      "[ seed=168692 ] Get reward 199.00. Last 199 times\n",
      "[ PLAY ] Get reward 165.00.\n",
      "[ seed=741685 ] Get reward 125.00. Last 125 times\n",
      "[ seed=291053 ] Get reward 168.00. Last 168 times\n",
      "[ seed=515971 ] Get reward 137.00. Last 137 times\n",
      "[ seed=397452 ] Get reward 161.00. Last 161 times\n",
      "[ seed=490471 ] Get reward 135.00. Last 135 times\n",
      "[ PLAY ] Get reward 145.20.\n",
      "[ seed=472244 ] Get reward 132.00. Last 132 times\n",
      "[ seed=799062 ] Get reward 147.00. Last 147 times\n",
      "[ seed=712828 ] Get reward 139.00. Last 139 times\n",
      "[ seed=639722 ] Get reward 161.00. Last 161 times\n",
      "[ seed=682871 ] Get reward 167.00. Last 167 times\n",
      "[ PLAY ] Get reward 149.20.\n",
      "[ seed=281375 ] Get reward 200.00. Last 200 times\n",
      "[ seed=920799 ] Get reward 180.00. Last 180 times\n",
      "[ seed=509120 ] Get reward 200.00. Last 200 times\n",
      "[ seed=42924 ] Get reward 200.00. Last 200 times\n",
      "[ seed=406704 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 196.00.\n",
      "[ seed=493877 ] Get reward 200.00. Last 200 times\n",
      "[ seed=913832 ] Get reward 200.00. Last 200 times\n",
      "[ seed=261564 ] Get reward 200.00. Last 200 times\n",
      "[ seed=407726 ] Get reward 200.00. Last 200 times\n",
      "[ seed=478980 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=879942 ] Get reward 10.00. Last 10 times\n",
      "[ seed=632535 ] Get reward 182.00. Last 182 times\n",
      "[ seed=160414 ] Get reward 200.00. Last 200 times\n",
      "[ seed=310948 ] Get reward 200.00. Last 200 times\n",
      "[ seed=797681 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 158.40.\n",
      "[ seed=967376 ] Get reward 200.00. Last 200 times\n",
      "[ seed=722993 ] Get reward 200.00. Last 200 times\n",
      "[ seed=434503 ] Get reward 200.00. Last 200 times\n",
      "[ seed=425660 ] Get reward 200.00. Last 200 times\n",
      "[ seed=732499 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=177799 ] Get reward 200.00. Last 200 times\n",
      "[ seed=341475 ] Get reward 200.00. Last 200 times\n",
      "[ seed=359347 ] Get reward 200.00. Last 200 times\n",
      "[ seed=764837 ] Get reward 200.00. Last 200 times\n",
      "[ seed=953358 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=198823 ] Get reward 200.00. Last 200 times\n",
      "[ seed=339132 ] Get reward 200.00. Last 200 times\n",
      "[ seed=549697 ] Get reward 200.00. Last 200 times\n",
      "[ seed=746904 ] Get reward 200.00. Last 200 times\n",
      "[ seed=769935 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=263941 ] Get reward 200.00. Last 200 times\n",
      "[ seed=558594 ] Get reward 200.00. Last 200 times\n",
      "[ seed=577681 ] Get reward 200.00. Last 200 times\n",
      "[ seed=817569 ] Get reward 200.00. Last 200 times\n",
      "[ seed=649066 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=199202 ] Get reward 200.00. Last 200 times\n",
      "[ seed=434331 ] Get reward 200.00. Last 200 times\n",
      "[ seed=682271 ] Get reward 49.00. Last 49 times\n",
      "[ seed=909937 ] Get reward 38.00. Last 38 times\n",
      "[ seed=126057 ] Get reward 15.00. Last 15 times\n",
      "[ PLAY ] Get reward 100.40.\n",
      "[ seed=73406 ] Get reward 19.00. Last 19 times\n",
      "[ seed=196504 ] Get reward 27.00. Last 27 times\n",
      "[ seed=127083 ] Get reward 22.00. Last 22 times\n",
      "[ seed=811150 ] Get reward 20.00. Last 20 times\n",
      "[ seed=333201 ] Get reward 26.00. Last 26 times\n",
      "[ PLAY ] Get reward 22.80.\n",
      "[ seed=621379 ] Get reward 19.00. Last 19 times\n",
      "[ seed=393019 ] Get reward 19.00. Last 19 times\n",
      "[ seed=638451 ] Get reward 23.00. Last 23 times\n",
      "[ seed=996321 ] Get reward 22.00. Last 22 times\n",
      "[ seed=894095 ] Get reward 65.00. Last 65 times\n",
      "[ PLAY ] Get reward 29.60.\n",
      "[ seed=773828 ] Get reward 148.00. Last 148 times\n",
      "[ seed=242663 ] Get reward 25.00. Last 25 times\n",
      "[ seed=683221 ] Get reward 20.00. Last 20 times\n",
      "[ seed=121454 ] Get reward 146.00. Last 146 times\n",
      "[ seed=137030 ] Get reward 25.00. Last 25 times\n",
      "[ PLAY ] Get reward 72.80.\n",
      "[ seed=321766 ] Get reward 200.00. Last 200 times\n",
      "[ seed=759819 ] Get reward 168.00. Last 168 times\n",
      "[ seed=415803 ] Get reward 200.00. Last 200 times\n",
      "[ seed=790215 ] Get reward 191.00. Last 191 times\n",
      "[ seed=816358 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 191.80.\n",
      "[ seed=93924 ] Get reward 200.00. Last 200 times\n",
      "[ seed=488303 ] Get reward 200.00. Last 200 times\n",
      "[ seed=541216 ] Get reward 200.00. Last 200 times\n",
      "[ seed=175223 ] Get reward 11.00. Last 11 times\n",
      "[ seed=401192 ] Get reward 12.00. Last 12 times\n",
      "[ PLAY ] Get reward 124.60.\n",
      "[ seed=219850 ] Get reward 27.00. Last 27 times\n",
      "[ seed=726818 ] Get reward 200.00. Last 200 times\n",
      "[ seed=639224 ] Get reward 200.00. Last 200 times\n",
      "[ seed=635194 ] Get reward 200.00. Last 200 times\n",
      "[ seed=571330 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 165.40.\n",
      "[ seed=474622 ] Get reward 152.00. Last 152 times\n",
      "[ seed=297544 ] Get reward 26.00. Last 26 times\n",
      "[ seed=431739 ] Get reward 20.00. Last 20 times\n",
      "[ seed=824298 ] Get reward 25.00. Last 25 times\n",
      "[ seed=968879 ] Get reward 23.00. Last 23 times\n",
      "[ PLAY ] Get reward 49.20.\n",
      "[ seed=531225 ] Get reward 10.00. Last 10 times\n",
      "[ seed=54791 ] Get reward 200.00. Last 200 times\n",
      "[ seed=216276 ] Get reward 200.00. Last 200 times\n",
      "[ seed=82254 ] Get reward 200.00. Last 200 times\n",
      "[ seed=618298 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 162.00.\n",
      "[ seed=176326 ] Get reward 95.00. Last 95 times\n",
      "[ seed=952597 ] Get reward 10.00. Last 10 times\n",
      "[ seed=418417 ] Get reward 10.00. Last 10 times\n",
      "[ seed=806253 ] Get reward 10.00. Last 10 times\n",
      "[ seed=675250 ] Get reward 100.00. Last 100 times\n",
      "[ PLAY ] Get reward 45.00.\n",
      "[ seed=616329 ] Get reward 200.00. Last 200 times\n",
      "[ seed=885159 ] Get reward 200.00. Last 200 times\n",
      "[ seed=254845 ] Get reward 200.00. Last 200 times\n",
      "[ seed=507448 ] Get reward 40.00. Last 40 times\n",
      "[ seed=490331 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 168.00.\n",
      "[ seed=306903 ] Get reward 200.00. Last 200 times\n",
      "[ seed=499286 ] Get reward 20.00. Last 20 times\n",
      "[ seed=275516 ] Get reward 29.00. Last 29 times\n",
      "[ seed=423560 ] Get reward 200.00. Last 200 times\n",
      "[ seed=175462 ] Get reward 17.00. Last 17 times\n",
      "[ PLAY ] Get reward 93.20.\n",
      "[ seed=691998 ] Get reward 156.00. Last 156 times\n",
      "[ seed=541042 ] Get reward 167.00. Last 167 times\n",
      "[ seed=824473 ] Get reward 171.00. Last 171 times\n",
      "[ seed=215741 ] Get reward 200.00. Last 200 times\n",
      "[ seed=154207 ] Get reward 163.00. Last 163 times\n",
      "[ PLAY ] Get reward 171.40.\n",
      "[ seed=97697 ] Get reward 194.00. Last 194 times\n",
      "[ seed=584826 ] Get reward 183.00. Last 183 times\n",
      "[ seed=198672 ] Get reward 178.00. Last 178 times\n",
      "[ seed=514253 ] Get reward 161.00. Last 161 times\n",
      "[ seed=393397 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 183.20.\n",
      "[ seed=835701 ] Get reward 165.00. Last 165 times\n",
      "[ seed=995456 ] Get reward 163.00. Last 163 times\n",
      "[ seed=914355 ] Get reward 194.00. Last 194 times\n",
      "[ seed=673660 ] Get reward 200.00. Last 200 times\n",
      "[ seed=52747 ] Get reward 177.00. Last 177 times\n",
      "[ PLAY ] Get reward 179.80.\n",
      "[ seed=522498 ] Get reward 200.00. Last 200 times\n",
      "[ seed=97506 ] Get reward 200.00. Last 200 times\n",
      "[ seed=837456 ] Get reward 199.00. Last 199 times\n",
      "[ seed=188412 ] Get reward 200.00. Last 200 times\n",
      "[ seed=297698 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.80.\n",
      "[ seed=641358 ] Get reward 175.00. Last 175 times\n",
      "[ seed=113189 ] Get reward 175.00. Last 175 times\n",
      "[ seed=201233 ] Get reward 184.00. Last 184 times\n",
      "[ seed=814316 ] Get reward 189.00. Last 189 times\n",
      "[ seed=959818 ] Get reward 188.00. Last 188 times\n",
      "[ PLAY ] Get reward 182.20.\n",
      "[ seed=983681 ] Get reward 59.00. Last 59 times\n",
      "[ seed=528851 ] Get reward 59.00. Last 59 times\n",
      "[ seed=956371 ] Get reward 25.00. Last 25 times\n",
      "[ seed=960299 ] Get reward 39.00. Last 39 times\n",
      "[ seed=266975 ] Get reward 61.00. Last 61 times\n",
      "[ PLAY ] Get reward 48.60.\n",
      "[ seed=373560 ] Get reward 170.00. Last 170 times\n",
      "[ seed=75029 ] Get reward 24.00. Last 24 times\n",
      "[ seed=446261 ] Get reward 60.00. Last 60 times\n",
      "[ seed=520037 ] Get reward 85.00. Last 85 times\n",
      "[ seed=477274 ] Get reward 58.00. Last 58 times\n",
      "[ PLAY ] Get reward 79.40.\n",
      "[ seed=69820 ] Get reward 113.00. Last 113 times\n",
      "[ seed=10759 ] Get reward 170.00. Last 170 times\n",
      "[ seed=728102 ] Get reward 200.00. Last 200 times\n",
      "[ seed=280512 ] Get reward 200.00. Last 200 times\n",
      "[ seed=41593 ] Get reward 195.00. Last 195 times\n",
      "[ PLAY ] Get reward 175.60.\n",
      "[ seed=389351 ] Get reward 200.00. Last 200 times\n",
      "[ seed=905354 ] Get reward 189.00. Last 189 times\n",
      "[ seed=707320 ] Get reward 200.00. Last 200 times\n",
      "[ seed=237183 ] Get reward 200.00. Last 200 times\n",
      "[ seed=586786 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.80.\n",
      "[ seed=62347 ] Get reward 200.00. Last 200 times\n",
      "[ seed=302066 ] Get reward 200.00. Last 200 times\n",
      "[ seed=421240 ] Get reward 200.00. Last 200 times\n",
      "[ seed=966401 ] Get reward 200.00. Last 200 times\n",
      "[ seed=153173 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=915468 ] Get reward 200.00. Last 200 times\n",
      "[ seed=581929 ] Get reward 200.00. Last 200 times\n",
      "[ seed=556287 ] Get reward 199.00. Last 199 times\n",
      "[ seed=702449 ] Get reward 200.00. Last 200 times\n",
      "[ seed=703166 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.80.\n",
      "[ seed=533366 ] Get reward 175.00. Last 175 times\n",
      "[ seed=647483 ] Get reward 179.00. Last 179 times\n",
      "[ seed=470688 ] Get reward 167.00. Last 167 times\n",
      "[ seed=102570 ] Get reward 152.00. Last 152 times\n",
      "[ seed=414937 ] Get reward 165.00. Last 165 times\n",
      "[ PLAY ] Get reward 167.60.\n",
      "[ seed=791610 ] Get reward 155.00. Last 155 times\n",
      "[ seed=789845 ] Get reward 154.00. Last 154 times\n",
      "[ seed=835678 ] Get reward 151.00. Last 151 times\n",
      "[ seed=423794 ] Get reward 155.00. Last 155 times\n",
      "[ seed=306261 ] Get reward 148.00. Last 148 times\n",
      "[ PLAY ] Get reward 152.60.\n",
      "[ seed=383974 ] Get reward 172.00. Last 172 times\n",
      "[ seed=90949 ] Get reward 198.00. Last 198 times\n",
      "[ seed=523607 ] Get reward 162.00. Last 162 times\n",
      "[ seed=432933 ] Get reward 177.00. Last 177 times\n",
      "[ seed=126108 ] Get reward 155.00. Last 155 times\n",
      "[ PLAY ] Get reward 172.80.\n",
      "[ seed=49403 ] Get reward 200.00. Last 200 times\n",
      "[ seed=678318 ] Get reward 200.00. Last 200 times\n",
      "[ seed=145906 ] Get reward 190.00. Last 190 times\n",
      "[ seed=804960 ] Get reward 196.00. Last 196 times\n",
      "[ seed=913142 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.20.\n",
      "[ seed=193569 ] Get reward 117.00. Last 117 times\n",
      "[ seed=891585 ] Get reward 134.00. Last 134 times\n",
      "[ seed=996718 ] Get reward 148.00. Last 148 times\n",
      "[ seed=253040 ] Get reward 146.00. Last 146 times\n",
      "[ seed=304697 ] Get reward 138.00. Last 138 times\n",
      "[ PLAY ] Get reward 136.60.\n",
      "[ seed=39444 ] Get reward 196.00. Last 196 times\n",
      "[ seed=624053 ] Get reward 154.00. Last 154 times\n",
      "[ seed=788238 ] Get reward 175.00. Last 175 times\n",
      "[ seed=684766 ] Get reward 185.00. Last 185 times\n",
      "[ seed=900438 ] Get reward 156.00. Last 156 times\n",
      "[ PLAY ] Get reward 173.20.\n",
      "[ seed=825269 ] Get reward 52.00. Last 52 times\n",
      "[ seed=690183 ] Get reward 200.00. Last 200 times\n",
      "[ seed=148493 ] Get reward 90.00. Last 90 times\n",
      "[ seed=954059 ] Get reward 106.00. Last 106 times\n",
      "[ seed=15324 ] Get reward 129.00. Last 129 times\n",
      "[ PLAY ] Get reward 115.40.\n",
      "[ seed=788785 ] Get reward 50.00. Last 50 times\n",
      "[ seed=824964 ] Get reward 53.00. Last 53 times\n",
      "[ seed=945407 ] Get reward 53.00. Last 53 times\n",
      "[ seed=632019 ] Get reward 24.00. Last 24 times\n",
      "[ seed=506770 ] Get reward 23.00. Last 23 times\n",
      "[ PLAY ] Get reward 40.60.\n",
      "[ seed=840246 ] Get reward 19.00. Last 19 times\n",
      "[ seed=562921 ] Get reward 19.00. Last 19 times\n",
      "[ seed=808808 ] Get reward 19.00. Last 19 times\n",
      "[ seed=221678 ] Get reward 20.00. Last 20 times\n",
      "[ seed=283325 ] Get reward 19.00. Last 19 times\n",
      "[ PLAY ] Get reward 19.20.\n",
      "[ seed=592709 ] Get reward 17.00. Last 17 times\n",
      "[ seed=390480 ] Get reward 17.00. Last 17 times\n",
      "[ seed=516536 ] Get reward 19.00. Last 19 times\n",
      "[ seed=512715 ] Get reward 15.00. Last 15 times\n",
      "[ seed=951265 ] Get reward 19.00. Last 19 times\n",
      "[ PLAY ] Get reward 17.40.\n",
      "[ seed=894871 ] Get reward 14.00. Last 14 times\n",
      "[ seed=89524 ] Get reward 17.00. Last 17 times\n",
      "[ seed=79413 ] Get reward 19.00. Last 19 times\n",
      "[ seed=666183 ] Get reward 10.00. Last 10 times\n",
      "[ seed=886180 ] Get reward 11.00. Last 11 times\n",
      "[ PLAY ] Get reward 14.20.\n",
      "[ seed=802630 ] Get reward 200.00. Last 200 times\n",
      "[ seed=163209 ] Get reward 200.00. Last 200 times\n",
      "[ seed=394417 ] Get reward 200.00. Last 200 times\n",
      "[ seed=883723 ] Get reward 48.00. Last 48 times\n",
      "[ seed=954258 ] Get reward 16.00. Last 16 times\n",
      "[ PLAY ] Get reward 132.80.\n",
      "[ seed=278170 ] Get reward 200.00. Last 200 times\n",
      "[ seed=612131 ] Get reward 200.00. Last 200 times\n",
      "[ seed=445417 ] Get reward 200.00. Last 200 times\n",
      "[ seed=914800 ] Get reward 200.00. Last 200 times\n",
      "[ seed=467764 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=546085 ] Get reward 200.00. Last 200 times\n",
      "[ seed=57567 ] Get reward 200.00. Last 200 times\n",
      "[ seed=918911 ] Get reward 200.00. Last 200 times\n",
      "[ seed=758761 ] Get reward 200.00. Last 200 times\n",
      "[ seed=238295 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=894916 ] Get reward 200.00. Last 200 times\n",
      "[ seed=39807 ] Get reward 69.00. Last 69 times\n",
      "[ seed=20873 ] Get reward 200.00. Last 200 times\n",
      "[ seed=924126 ] Get reward 200.00. Last 200 times\n",
      "[ seed=252762 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 173.80.\n",
      "[ seed=515558 ] Get reward 49.00. Last 49 times\n",
      "[ seed=308799 ] Get reward 200.00. Last 200 times\n",
      "[ seed=291357 ] Get reward 200.00. Last 200 times\n",
      "[ seed=958896 ] Get reward 200.00. Last 200 times\n",
      "[ seed=266220 ] Get reward 25.00. Last 25 times\n",
      "[ PLAY ] Get reward 134.80.\n",
      "[ seed=780041 ] Get reward 200.00. Last 200 times\n",
      "[ seed=524864 ] Get reward 200.00. Last 200 times\n",
      "[ seed=380024 ] Get reward 200.00. Last 200 times\n",
      "[ seed=420848 ] Get reward 200.00. Last 200 times\n",
      "[ seed=394667 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=467279 ] Get reward 200.00. Last 200 times\n",
      "[ seed=352114 ] Get reward 200.00. Last 200 times\n",
      "[ seed=756974 ] Get reward 200.00. Last 200 times\n",
      "[ seed=143943 ] Get reward 200.00. Last 200 times\n",
      "[ seed=75320 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=404671 ] Get reward 176.00. Last 176 times\n",
      "[ seed=123357 ] Get reward 198.00. Last 198 times\n",
      "[ seed=160488 ] Get reward 193.00. Last 193 times\n",
      "[ seed=507631 ] Get reward 190.00. Last 190 times\n",
      "[ seed=297965 ] Get reward 168.00. Last 168 times\n",
      "[ PLAY ] Get reward 185.00.\n",
      "[ seed=13124 ] Get reward 200.00. Last 200 times\n",
      "[ seed=742136 ] Get reward 200.00. Last 200 times\n",
      "[ seed=292166 ] Get reward 200.00. Last 200 times\n",
      "[ seed=804085 ] Get reward 200.00. Last 200 times\n",
      "[ seed=718627 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=464508 ] Get reward 140.00. Last 140 times\n",
      "[ seed=185560 ] Get reward 138.00. Last 138 times\n",
      "[ seed=30991 ] Get reward 153.00. Last 153 times\n",
      "[ seed=794384 ] Get reward 164.00. Last 164 times\n",
      "[ seed=51953 ] Get reward 152.00. Last 152 times\n",
      "[ PLAY ] Get reward 149.40.\n",
      "[ seed=916641 ] Get reward 117.00. Last 117 times\n",
      "[ seed=2642 ] Get reward 111.00. Last 111 times\n",
      "[ seed=468922 ] Get reward 117.00. Last 117 times\n",
      "[ seed=645712 ] Get reward 125.00. Last 125 times\n",
      "[ seed=652130 ] Get reward 110.00. Last 110 times\n",
      "[ PLAY ] Get reward 116.00.\n",
      "[ seed=854164 ] Get reward 172.00. Last 172 times\n",
      "[ seed=272056 ] Get reward 142.00. Last 142 times\n",
      "[ seed=189888 ] Get reward 174.00. Last 174 times\n",
      "[ seed=329945 ] Get reward 155.00. Last 155 times\n",
      "[ seed=543284 ] Get reward 188.00. Last 188 times\n",
      "[ PLAY ] Get reward 166.20.\n",
      "[ seed=568606 ] Get reward 200.00. Last 200 times\n",
      "[ seed=632521 ] Get reward 200.00. Last 200 times\n",
      "[ seed=192793 ] Get reward 200.00. Last 200 times\n",
      "[ seed=908596 ] Get reward 200.00. Last 200 times\n",
      "[ seed=380032 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=666470 ] Get reward 200.00. Last 200 times\n",
      "[ seed=892964 ] Get reward 200.00. Last 200 times\n",
      "[ seed=157434 ] Get reward 200.00. Last 200 times\n",
      "[ seed=411264 ] Get reward 200.00. Last 200 times\n",
      "[ seed=247453 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=364597 ] Get reward 200.00. Last 200 times\n",
      "[ seed=206463 ] Get reward 200.00. Last 200 times\n",
      "[ seed=814737 ] Get reward 200.00. Last 200 times\n",
      "[ seed=235651 ] Get reward 200.00. Last 200 times\n",
      "[ seed=599949 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=637514 ] Get reward 179.00. Last 179 times\n",
      "[ seed=440661 ] Get reward 193.00. Last 193 times\n",
      "[ seed=203621 ] Get reward 183.00. Last 183 times\n",
      "[ seed=218715 ] Get reward 179.00. Last 179 times\n",
      "[ seed=570641 ] Get reward 181.00. Last 181 times\n",
      "[ PLAY ] Get reward 183.00.\n",
      "[ seed=535298 ] Get reward 173.00. Last 173 times\n",
      "[ seed=693050 ] Get reward 155.00. Last 155 times\n",
      "[ seed=221205 ] Get reward 176.00. Last 176 times\n",
      "[ seed=630996 ] Get reward 199.00. Last 199 times\n",
      "[ seed=786953 ] Get reward 165.00. Last 165 times\n",
      "[ PLAY ] Get reward 173.60.\n",
      "[ seed=915657 ] Get reward 200.00. Last 200 times\n",
      "[ seed=590702 ] Get reward 200.00. Last 200 times\n",
      "[ seed=769907 ] Get reward 194.00. Last 194 times\n",
      "[ seed=546776 ] Get reward 200.00. Last 200 times\n",
      "[ seed=627550 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 198.80.\n",
      "[ seed=854368 ] Get reward 200.00. Last 200 times\n",
      "[ seed=982650 ] Get reward 200.00. Last 200 times\n",
      "[ seed=465673 ] Get reward 200.00. Last 200 times\n",
      "[ seed=564123 ] Get reward 200.00. Last 200 times\n",
      "[ seed=215429 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=58789 ] Get reward 200.00. Last 200 times\n",
      "[ seed=654511 ] Get reward 200.00. Last 200 times\n",
      "[ seed=735465 ] Get reward 200.00. Last 200 times\n",
      "[ seed=753063 ] Get reward 200.00. Last 200 times\n",
      "[ seed=340970 ] Get reward 198.00. Last 198 times\n",
      "[ PLAY ] Get reward 199.60.\n",
      "[ seed=162256 ] Get reward 200.00. Last 200 times\n",
      "[ seed=557286 ] Get reward 200.00. Last 200 times\n",
      "[ seed=848073 ] Get reward 200.00. Last 200 times\n",
      "[ seed=421506 ] Get reward 200.00. Last 200 times\n",
      "[ seed=230672 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=985788 ] Get reward 184.00. Last 184 times\n",
      "[ seed=785439 ] Get reward 188.00. Last 188 times\n",
      "[ seed=641972 ] Get reward 180.00. Last 180 times\n",
      "[ seed=163456 ] Get reward 165.00. Last 165 times\n",
      "[ seed=279481 ] Get reward 165.00. Last 165 times\n",
      "[ PLAY ] Get reward 176.40.\n",
      "[ seed=857194 ] Get reward 200.00. Last 200 times\n",
      "[ seed=217620 ] Get reward 186.00. Last 186 times\n",
      "[ seed=453078 ] Get reward 200.00. Last 200 times\n",
      "[ seed=316278 ] Get reward 182.00. Last 182 times\n",
      "[ seed=496580 ] Get reward 175.00. Last 175 times\n",
      "[ PLAY ] Get reward 188.60.\n",
      "[ seed=304895 ] Get reward 200.00. Last 200 times\n",
      "[ seed=596975 ] Get reward 200.00. Last 200 times\n",
      "[ seed=521208 ] Get reward 200.00. Last 200 times\n",
      "[ seed=105530 ] Get reward 200.00. Last 200 times\n",
      "[ seed=755763 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=969283 ] Get reward 200.00. Last 200 times\n",
      "[ seed=942130 ] Get reward 200.00. Last 200 times\n",
      "[ seed=744119 ] Get reward 184.00. Last 184 times\n",
      "[ seed=279910 ] Get reward 200.00. Last 200 times\n",
      "[ seed=299815 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 196.80.\n",
      "[ seed=629561 ] Get reward 117.00. Last 117 times\n",
      "[ seed=485962 ] Get reward 115.00. Last 115 times\n",
      "[ seed=158679 ] Get reward 96.00. Last 96 times\n",
      "[ seed=22762 ] Get reward 115.00. Last 115 times\n",
      "[ seed=75329 ] Get reward 109.00. Last 109 times\n",
      "[ PLAY ] Get reward 110.40.\n",
      "[ seed=486539 ] Get reward 155.00. Last 155 times\n",
      "[ seed=687930 ] Get reward 153.00. Last 153 times\n",
      "[ seed=504786 ] Get reward 145.00. Last 145 times\n",
      "[ seed=722831 ] Get reward 151.00. Last 151 times\n",
      "[ seed=313477 ] Get reward 145.00. Last 145 times\n",
      "[ PLAY ] Get reward 149.80.\n",
      "[ seed=850542 ] Get reward 200.00. Last 200 times\n",
      "[ seed=943127 ] Get reward 200.00. Last 200 times\n",
      "[ seed=696699 ] Get reward 200.00. Last 200 times\n",
      "[ seed=499920 ] Get reward 200.00. Last 200 times\n",
      "[ seed=757385 ] Get reward 199.00. Last 199 times\n",
      "[ PLAY ] Get reward 199.80.\n",
      "[ seed=615271 ] Get reward 200.00. Last 200 times\n",
      "[ seed=349423 ] Get reward 200.00. Last 200 times\n",
      "[ seed=278513 ] Get reward 188.00. Last 188 times\n",
      "[ seed=96074 ] Get reward 190.00. Last 190 times\n",
      "[ seed=227971 ] Get reward 181.00. Last 181 times\n",
      "[ PLAY ] Get reward 191.80.\n",
      "[ seed=564773 ] Get reward 198.00. Last 198 times\n",
      "[ seed=911074 ] Get reward 200.00. Last 200 times\n",
      "[ seed=448142 ] Get reward 200.00. Last 200 times\n",
      "[ seed=7026 ] Get reward 200.00. Last 200 times\n",
      "[ seed=168291 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.60.\n",
      "[ seed=487870 ] Get reward 200.00. Last 200 times\n",
      "[ seed=596703 ] Get reward 200.00. Last 200 times\n",
      "[ seed=170915 ] Get reward 200.00. Last 200 times\n",
      "[ seed=582841 ] Get reward 200.00. Last 200 times\n",
      "[ seed=142490 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=22705 ] Get reward 174.00. Last 174 times\n",
      "[ seed=932151 ] Get reward 181.00. Last 181 times\n",
      "[ seed=588044 ] Get reward 183.00. Last 183 times\n",
      "[ seed=846023 ] Get reward 161.00. Last 161 times\n",
      "[ seed=739450 ] Get reward 156.00. Last 156 times\n",
      "[ PLAY ] Get reward 171.00.\n",
      "[ seed=218537 ] Get reward 186.00. Last 186 times\n",
      "[ seed=20769 ] Get reward 176.00. Last 176 times\n",
      "[ seed=647807 ] Get reward 200.00. Last 200 times\n",
      "[ seed=24825 ] Get reward 200.00. Last 200 times\n",
      "[ seed=525709 ] Get reward 179.00. Last 179 times\n",
      "[ PLAY ] Get reward 188.20.\n",
      "[ seed=525589 ] Get reward 175.00. Last 175 times\n",
      "[ seed=707277 ] Get reward 169.00. Last 169 times\n",
      "[ seed=824554 ] Get reward 197.00. Last 197 times\n",
      "[ seed=89097 ] Get reward 194.00. Last 194 times\n",
      "[ seed=519749 ] Get reward 167.00. Last 167 times\n",
      "[ PLAY ] Get reward 180.40.\n",
      "[ seed=129509 ] Get reward 163.00. Last 163 times\n",
      "[ seed=60108 ] Get reward 177.00. Last 177 times\n",
      "[ seed=536413 ] Get reward 168.00. Last 168 times\n",
      "[ seed=133859 ] Get reward 173.00. Last 173 times\n",
      "[ seed=777957 ] Get reward 195.00. Last 195 times\n",
      "[ PLAY ] Get reward 175.20.\n",
      "[ seed=795037 ] Get reward 200.00. Last 200 times\n",
      "[ seed=310669 ] Get reward 200.00. Last 200 times\n",
      "[ seed=223530 ] Get reward 200.00. Last 200 times\n",
      "[ seed=841270 ] Get reward 200.00. Last 200 times\n",
      "[ seed=105602 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=110539 ] Get reward 190.00. Last 190 times\n",
      "[ seed=776740 ] Get reward 200.00. Last 200 times\n",
      "[ seed=741869 ] Get reward 200.00. Last 200 times\n",
      "[ seed=476865 ] Get reward 194.00. Last 194 times\n",
      "[ seed=65774 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 196.80.\n",
      "[ seed=162293 ] Get reward 200.00. Last 200 times\n",
      "[ seed=781825 ] Get reward 200.00. Last 200 times\n",
      "[ seed=221343 ] Get reward 200.00. Last 200 times\n",
      "[ seed=318686 ] Get reward 200.00. Last 200 times\n",
      "[ seed=592461 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=47313 ] Get reward 200.00. Last 200 times\n",
      "[ seed=871940 ] Get reward 200.00. Last 200 times\n",
      "[ seed=336862 ] Get reward 200.00. Last 200 times\n",
      "[ seed=669443 ] Get reward 195.00. Last 195 times\n",
      "[ seed=777950 ] Get reward 174.00. Last 174 times\n",
      "[ PLAY ] Get reward 193.80.\n",
      "[ seed=119237 ] Get reward 200.00. Last 200 times\n",
      "[ seed=145803 ] Get reward 200.00. Last 200 times\n",
      "[ seed=100760 ] Get reward 200.00. Last 200 times\n",
      "[ seed=249506 ] Get reward 200.00. Last 200 times\n",
      "[ seed=798849 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=69634 ] Get reward 200.00. Last 200 times\n",
      "[ seed=751676 ] Get reward 200.00. Last 200 times\n",
      "[ seed=187129 ] Get reward 200.00. Last 200 times\n",
      "[ seed=803086 ] Get reward 195.00. Last 195 times\n",
      "[ seed=306527 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.00.\n",
      "[ seed=657629 ] Get reward 200.00. Last 200 times\n",
      "[ seed=87187 ] Get reward 200.00. Last 200 times\n",
      "[ seed=546040 ] Get reward 200.00. Last 200 times\n",
      "[ seed=270064 ] Get reward 200.00. Last 200 times\n",
      "[ seed=318212 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=471311 ] Get reward 200.00. Last 200 times\n",
      "[ seed=116061 ] Get reward 200.00. Last 200 times\n",
      "[ seed=283139 ] Get reward 200.00. Last 200 times\n",
      "[ seed=168764 ] Get reward 195.00. Last 195 times\n",
      "[ seed=142423 ] Get reward 193.00. Last 193 times\n",
      "[ PLAY ] Get reward 197.60.\n",
      "[ seed=910021 ] Get reward 148.00. Last 148 times\n",
      "[ seed=777628 ] Get reward 150.00. Last 150 times\n",
      "[ seed=669546 ] Get reward 137.00. Last 137 times\n",
      "[ seed=720630 ] Get reward 137.00. Last 137 times\n",
      "[ seed=198290 ] Get reward 156.00. Last 156 times\n",
      "[ PLAY ] Get reward 145.60.\n",
      "[ seed=654059 ] Get reward 200.00. Last 200 times\n",
      "[ seed=81765 ] Get reward 200.00. Last 200 times\n",
      "[ seed=716026 ] Get reward 200.00. Last 200 times\n",
      "[ seed=338275 ] Get reward 189.00. Last 189 times\n",
      "[ seed=151893 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.80.\n",
      "[ seed=753792 ] Get reward 188.00. Last 188 times\n",
      "[ seed=697359 ] Get reward 200.00. Last 200 times\n",
      "[ seed=120682 ] Get reward 186.00. Last 186 times\n",
      "[ seed=509892 ] Get reward 183.00. Last 183 times\n",
      "[ seed=179465 ] Get reward 185.00. Last 185 times\n",
      "[ PLAY ] Get reward 188.40.\n",
      "[ seed=233461 ] Get reward 187.00. Last 187 times\n",
      "[ seed=376667 ] Get reward 200.00. Last 200 times\n",
      "[ seed=550326 ] Get reward 187.00. Last 187 times\n",
      "[ seed=587540 ] Get reward 200.00. Last 200 times\n",
      "[ seed=337269 ] Get reward 196.00. Last 196 times\n",
      "[ PLAY ] Get reward 194.00.\n",
      "[ seed=749536 ] Get reward 189.00. Last 189 times\n",
      "[ seed=192752 ] Get reward 182.00. Last 182 times\n",
      "[ seed=501869 ] Get reward 190.00. Last 190 times\n",
      "[ seed=458767 ] Get reward 189.00. Last 189 times\n",
      "[ seed=933388 ] Get reward 165.00. Last 165 times\n",
      "[ PLAY ] Get reward 183.00.\n",
      "[ seed=588153 ] Get reward 127.00. Last 127 times\n",
      "[ seed=176742 ] Get reward 129.00. Last 129 times\n",
      "[ seed=874442 ] Get reward 115.00. Last 115 times\n",
      "[ seed=942931 ] Get reward 121.00. Last 121 times\n",
      "[ seed=457675 ] Get reward 116.00. Last 116 times\n",
      "[ PLAY ] Get reward 121.60.\n",
      "[ seed=13274 ] Get reward 193.00. Last 193 times\n",
      "[ seed=419075 ] Get reward 200.00. Last 200 times\n",
      "[ seed=930455 ] Get reward 175.00. Last 175 times\n",
      "[ seed=151548 ] Get reward 173.00. Last 173 times\n",
      "[ seed=736102 ] Get reward 191.00. Last 191 times\n",
      "[ PLAY ] Get reward 186.40.\n",
      "[ seed=504955 ] Get reward 200.00. Last 200 times\n",
      "[ seed=600246 ] Get reward 200.00. Last 200 times\n",
      "[ seed=756423 ] Get reward 200.00. Last 200 times\n",
      "[ seed=947752 ] Get reward 200.00. Last 200 times\n",
      "[ seed=184805 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=560805 ] Get reward 200.00. Last 200 times\n",
      "[ seed=294862 ] Get reward 200.00. Last 200 times\n",
      "[ seed=676019 ] Get reward 200.00. Last 200 times\n",
      "[ seed=139807 ] Get reward 200.00. Last 200 times\n",
      "[ seed=66262 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=183870 ] Get reward 200.00. Last 200 times\n",
      "[ seed=851514 ] Get reward 200.00. Last 200 times\n",
      "[ seed=339606 ] Get reward 200.00. Last 200 times\n",
      "[ seed=822945 ] Get reward 200.00. Last 200 times\n",
      "[ seed=243891 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=574319 ] Get reward 200.00. Last 200 times\n",
      "[ seed=625976 ] Get reward 200.00. Last 200 times\n",
      "[ seed=259125 ] Get reward 200.00. Last 200 times\n",
      "[ seed=44905 ] Get reward 200.00. Last 200 times\n",
      "[ seed=51941 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=965841 ] Get reward 200.00. Last 200 times\n",
      "[ seed=719248 ] Get reward 200.00. Last 200 times\n",
      "[ seed=441374 ] Get reward 200.00. Last 200 times\n",
      "[ seed=927447 ] Get reward 200.00. Last 200 times\n",
      "[ seed=355087 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=4677 ] Get reward 200.00. Last 200 times\n",
      "[ seed=706008 ] Get reward 200.00. Last 200 times\n",
      "[ seed=278663 ] Get reward 200.00. Last 200 times\n",
      "[ seed=799772 ] Get reward 200.00. Last 200 times\n",
      "[ seed=538036 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=80083 ] Get reward 200.00. Last 200 times\n",
      "[ seed=305904 ] Get reward 200.00. Last 200 times\n",
      "[ seed=410250 ] Get reward 200.00. Last 200 times\n",
      "[ seed=81736 ] Get reward 200.00. Last 200 times\n",
      "[ seed=682170 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=594354 ] Get reward 169.00. Last 169 times\n",
      "[ seed=264686 ] Get reward 174.00. Last 174 times\n",
      "[ seed=445259 ] Get reward 159.00. Last 159 times\n",
      "[ seed=756318 ] Get reward 200.00. Last 200 times\n",
      "[ seed=207771 ] Get reward 167.00. Last 167 times\n",
      "[ PLAY ] Get reward 173.80.\n",
      "[ seed=993305 ] Get reward 191.00. Last 191 times\n",
      "[ seed=478906 ] Get reward 200.00. Last 200 times\n",
      "[ seed=222972 ] Get reward 189.00. Last 189 times\n",
      "[ seed=955342 ] Get reward 200.00. Last 200 times\n",
      "[ seed=84469 ] Get reward 196.00. Last 196 times\n",
      "[ PLAY ] Get reward 195.20.\n",
      "[ seed=263486 ] Get reward 146.00. Last 146 times\n",
      "[ seed=439826 ] Get reward 152.00. Last 152 times\n",
      "[ seed=671461 ] Get reward 145.00. Last 145 times\n",
      "[ seed=972847 ] Get reward 143.00. Last 143 times\n",
      "[ seed=980523 ] Get reward 167.00. Last 167 times\n",
      "[ PLAY ] Get reward 150.60.\n",
      "[ seed=412017 ] Get reward 186.00. Last 186 times\n",
      "[ seed=549477 ] Get reward 190.00. Last 190 times\n",
      "[ seed=96538 ] Get reward 189.00. Last 189 times\n",
      "[ seed=145964 ] Get reward 188.00. Last 188 times\n",
      "[ seed=728044 ] Get reward 174.00. Last 174 times\n",
      "[ PLAY ] Get reward 185.40.\n",
      "[ seed=800439 ] Get reward 200.00. Last 200 times\n",
      "[ seed=977006 ] Get reward 200.00. Last 200 times\n",
      "[ seed=957712 ] Get reward 200.00. Last 200 times\n",
      "[ seed=20521 ] Get reward 200.00. Last 200 times\n",
      "[ seed=129256 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=852755 ] Get reward 200.00. Last 200 times\n",
      "[ seed=640432 ] Get reward 200.00. Last 200 times\n",
      "[ seed=938251 ] Get reward 200.00. Last 200 times\n",
      "[ seed=270696 ] Get reward 200.00. Last 200 times\n",
      "[ seed=49647 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=722611 ] Get reward 200.00. Last 200 times\n",
      "[ seed=128586 ] Get reward 200.00. Last 200 times\n",
      "[ seed=952082 ] Get reward 200.00. Last 200 times\n",
      "[ seed=44358 ] Get reward 200.00. Last 200 times\n",
      "[ seed=262662 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=472899 ] Get reward 200.00. Last 200 times\n",
      "[ seed=511391 ] Get reward 200.00. Last 200 times\n",
      "[ seed=312288 ] Get reward 200.00. Last 200 times\n",
      "[ seed=95399 ] Get reward 200.00. Last 200 times\n",
      "[ seed=488777 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=584395 ] Get reward 196.00. Last 196 times\n",
      "[ seed=653591 ] Get reward 200.00. Last 200 times\n",
      "[ seed=971374 ] Get reward 200.00. Last 200 times\n",
      "[ seed=566504 ] Get reward 200.00. Last 200 times\n",
      "[ seed=416391 ] Get reward 181.00. Last 181 times\n",
      "[ PLAY ] Get reward 195.40.\n",
      "[ seed=270456 ] Get reward 148.00. Last 148 times\n",
      "[ seed=776903 ] Get reward 142.00. Last 142 times\n",
      "[ seed=102581 ] Get reward 128.00. Last 128 times\n",
      "[ seed=807611 ] Get reward 132.00. Last 132 times\n",
      "[ seed=457078 ] Get reward 136.00. Last 136 times\n",
      "[ PLAY ] Get reward 137.20.\n",
      "[ seed=935096 ] Get reward 200.00. Last 200 times\n",
      "[ seed=543639 ] Get reward 200.00. Last 200 times\n",
      "[ seed=609004 ] Get reward 200.00. Last 200 times\n",
      "[ seed=408367 ] Get reward 200.00. Last 200 times\n",
      "[ seed=856500 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=743970 ] Get reward 200.00. Last 200 times\n",
      "[ seed=532833 ] Get reward 200.00. Last 200 times\n",
      "[ seed=488156 ] Get reward 200.00. Last 200 times\n",
      "[ seed=710100 ] Get reward 200.00. Last 200 times\n",
      "[ seed=450846 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=582650 ] Get reward 200.00. Last 200 times\n",
      "[ seed=291407 ] Get reward 185.00. Last 185 times\n",
      "[ seed=627437 ] Get reward 200.00. Last 200 times\n",
      "[ seed=457794 ] Get reward 200.00. Last 200 times\n",
      "[ seed=861869 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.00.\n",
      "[ seed=643595 ] Get reward 194.00. Last 194 times\n",
      "[ seed=859214 ] Get reward 200.00. Last 200 times\n",
      "[ seed=23444 ] Get reward 185.00. Last 185 times\n",
      "[ seed=594372 ] Get reward 188.00. Last 188 times\n",
      "[ seed=869730 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 193.40.\n",
      "[ seed=69349 ] Get reward 200.00. Last 200 times\n",
      "[ seed=941300 ] Get reward 200.00. Last 200 times\n",
      "[ seed=10578 ] Get reward 200.00. Last 200 times\n",
      "[ seed=87242 ] Get reward 200.00. Last 200 times\n",
      "[ seed=402303 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=381454 ] Get reward 200.00. Last 200 times\n",
      "[ seed=241678 ] Get reward 200.00. Last 200 times\n",
      "[ seed=658629 ] Get reward 200.00. Last 200 times\n",
      "[ seed=205347 ] Get reward 200.00. Last 200 times\n",
      "[ seed=903211 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=935505 ] Get reward 200.00. Last 200 times\n",
      "[ seed=752476 ] Get reward 200.00. Last 200 times\n",
      "[ seed=722855 ] Get reward 200.00. Last 200 times\n",
      "[ seed=42042 ] Get reward 197.00. Last 197 times\n",
      "[ seed=732499 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.40.\n",
      "[ seed=968559 ] Get reward 192.00. Last 192 times\n",
      "[ seed=342056 ] Get reward 186.00. Last 186 times\n",
      "[ seed=755462 ] Get reward 183.00. Last 183 times\n",
      "[ seed=414934 ] Get reward 198.00. Last 198 times\n",
      "[ seed=679892 ] Get reward 163.00. Last 163 times\n",
      "[ PLAY ] Get reward 184.40.\n",
      "[ seed=308728 ] Get reward 145.00. Last 145 times\n",
      "[ seed=570949 ] Get reward 147.00. Last 147 times\n",
      "[ seed=385811 ] Get reward 149.00. Last 149 times\n",
      "[ seed=770039 ] Get reward 159.00. Last 159 times\n",
      "[ seed=956197 ] Get reward 176.00. Last 176 times\n",
      "[ PLAY ] Get reward 155.20.\n",
      "[ seed=586174 ] Get reward 200.00. Last 200 times\n",
      "[ seed=807403 ] Get reward 200.00. Last 200 times\n",
      "[ seed=775952 ] Get reward 200.00. Last 200 times\n",
      "[ seed=92019 ] Get reward 200.00. Last 200 times\n",
      "[ seed=303236 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=581891 ] Get reward 177.00. Last 177 times\n",
      "[ seed=288220 ] Get reward 164.00. Last 164 times\n",
      "[ seed=529925 ] Get reward 171.00. Last 171 times\n",
      "[ seed=356756 ] Get reward 200.00. Last 200 times\n",
      "[ seed=962777 ] Get reward 174.00. Last 174 times\n",
      "[ PLAY ] Get reward 177.20.\n",
      "[ seed=214856 ] Get reward 190.00. Last 190 times\n",
      "[ seed=335778 ] Get reward 167.00. Last 167 times\n",
      "[ seed=785853 ] Get reward 169.00. Last 169 times\n",
      "[ seed=75513 ] Get reward 184.00. Last 184 times\n",
      "[ seed=316817 ] Get reward 173.00. Last 173 times\n",
      "[ PLAY ] Get reward 176.60.\n",
      "[ seed=962742 ] Get reward 200.00. Last 200 times\n",
      "[ seed=20619 ] Get reward 200.00. Last 200 times\n",
      "[ seed=621623 ] Get reward 200.00. Last 200 times\n",
      "[ seed=223859 ] Get reward 200.00. Last 200 times\n",
      "[ seed=852231 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=509017 ] Get reward 200.00. Last 200 times\n",
      "[ seed=143647 ] Get reward 200.00. Last 200 times\n",
      "[ seed=920352 ] Get reward 200.00. Last 200 times\n",
      "[ seed=820453 ] Get reward 200.00. Last 200 times\n",
      "[ seed=37 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=184393 ] Get reward 200.00. Last 200 times\n",
      "[ seed=867873 ] Get reward 200.00. Last 200 times\n",
      "[ seed=593256 ] Get reward 200.00. Last 200 times\n",
      "[ seed=26401 ] Get reward 200.00. Last 200 times\n",
      "[ seed=280452 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=681352 ] Get reward 200.00. Last 200 times\n",
      "[ seed=341552 ] Get reward 200.00. Last 200 times\n",
      "[ seed=445170 ] Get reward 200.00. Last 200 times\n",
      "[ seed=194616 ] Get reward 200.00. Last 200 times\n",
      "[ seed=31767 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=506467 ] Get reward 195.00. Last 195 times\n",
      "[ seed=7720 ] Get reward 176.00. Last 176 times\n",
      "[ seed=817927 ] Get reward 178.00. Last 178 times\n",
      "[ seed=952359 ] Get reward 186.00. Last 186 times\n",
      "[ seed=492295 ] Get reward 187.00. Last 187 times\n",
      "[ PLAY ] Get reward 184.40.\n",
      "[ seed=367221 ] Get reward 187.00. Last 187 times\n",
      "[ seed=544762 ] Get reward 173.00. Last 173 times\n",
      "[ seed=505915 ] Get reward 166.00. Last 166 times\n",
      "[ seed=429941 ] Get reward 186.00. Last 186 times\n",
      "[ seed=254945 ] Get reward 162.00. Last 162 times\n",
      "[ PLAY ] Get reward 174.80.\n",
      "[ seed=3199 ] Get reward 200.00. Last 200 times\n",
      "[ seed=619754 ] Get reward 200.00. Last 200 times\n",
      "[ seed=19434 ] Get reward 196.00. Last 196 times\n",
      "[ seed=171988 ] Get reward 196.00. Last 196 times\n",
      "[ seed=642749 ] Get reward 183.00. Last 183 times\n",
      "[ PLAY ] Get reward 195.00.\n",
      "[ seed=532294 ] Get reward 200.00. Last 200 times\n",
      "[ seed=105953 ] Get reward 200.00. Last 200 times\n",
      "[ seed=307991 ] Get reward 200.00. Last 200 times\n",
      "[ seed=78279 ] Get reward 200.00. Last 200 times\n",
      "[ seed=582672 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=617004 ] Get reward 200.00. Last 200 times\n",
      "[ seed=763861 ] Get reward 200.00. Last 200 times\n",
      "[ seed=732731 ] Get reward 190.00. Last 190 times\n",
      "[ seed=390055 ] Get reward 190.00. Last 190 times\n",
      "[ seed=653606 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 196.00.\n",
      "[ seed=890530 ] Get reward 200.00. Last 200 times\n",
      "[ seed=427310 ] Get reward 200.00. Last 200 times\n",
      "[ seed=265403 ] Get reward 200.00. Last 200 times\n",
      "[ seed=499455 ] Get reward 200.00. Last 200 times\n",
      "[ seed=442592 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=885746 ] Get reward 193.00. Last 193 times\n",
      "[ seed=631629 ] Get reward 198.00. Last 198 times\n",
      "[ seed=113168 ] Get reward 163.00. Last 163 times\n",
      "[ seed=87932 ] Get reward 167.00. Last 167 times\n",
      "[ seed=996126 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 184.20.\n",
      "[ seed=888571 ] Get reward 146.00. Last 146 times\n",
      "[ seed=322773 ] Get reward 144.00. Last 144 times\n",
      "[ seed=141503 ] Get reward 144.00. Last 144 times\n",
      "[ seed=247465 ] Get reward 141.00. Last 141 times\n",
      "[ seed=909477 ] Get reward 168.00. Last 168 times\n",
      "[ PLAY ] Get reward 148.60.\n",
      "[ seed=946494 ] Get reward 200.00. Last 200 times\n",
      "[ seed=634827 ] Get reward 200.00. Last 200 times\n",
      "[ seed=671322 ] Get reward 200.00. Last 200 times\n",
      "[ seed=484486 ] Get reward 200.00. Last 200 times\n",
      "[ seed=863530 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=836001 ] Get reward 198.00. Last 198 times\n",
      "[ seed=469181 ] Get reward 189.00. Last 189 times\n",
      "[ seed=357861 ] Get reward 200.00. Last 200 times\n",
      "[ seed=967091 ] Get reward 175.00. Last 175 times\n",
      "[ seed=95942 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 192.40.\n",
      "[ seed=414737 ] Get reward 200.00. Last 200 times\n",
      "[ seed=37677 ] Get reward 200.00. Last 200 times\n",
      "[ seed=993314 ] Get reward 200.00. Last 200 times\n",
      "[ seed=993160 ] Get reward 200.00. Last 200 times\n",
      "[ seed=669943 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "82c2ff4476984e0f8ea9868af04b0e00",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/800 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ seed=458515 ] Get reward 10.00. Last 10 times\n",
      "[ seed=532039 ] Get reward 8.00. Last 8 times\n",
      "[ seed=697333 ] Get reward 9.00. Last 9 times\n",
      "[ seed=234287 ] Get reward 9.00. Last 9 times\n",
      "[ seed=306339 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=323611 ] Get reward 8.00. Last 8 times\n",
      "[ seed=795808 ] Get reward 10.00. Last 10 times\n",
      "[ seed=97698 ] Get reward 8.00. Last 8 times\n",
      "[ seed=113539 ] Get reward 8.00. Last 8 times\n",
      "[ seed=431649 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 8.40.\n",
      "[ seed=705755 ] Get reward 8.00. Last 8 times\n",
      "[ seed=879719 ] Get reward 9.00. Last 9 times\n",
      "[ seed=49731 ] Get reward 9.00. Last 9 times\n",
      "[ seed=924445 ] Get reward 9.00. Last 9 times\n",
      "[ seed=890894 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=215668 ] Get reward 10.00. Last 10 times\n",
      "[ seed=863638 ] Get reward 8.00. Last 8 times\n",
      "[ seed=519264 ] Get reward 9.00. Last 9 times\n",
      "[ seed=869120 ] Get reward 8.00. Last 8 times\n",
      "[ seed=502077 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=685787 ] Get reward 10.00. Last 10 times\n",
      "[ seed=191061 ] Get reward 10.00. Last 10 times\n",
      "[ seed=199819 ] Get reward 9.00. Last 9 times\n",
      "[ seed=945164 ] Get reward 8.00. Last 8 times\n",
      "[ seed=278523 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=352195 ] Get reward 9.00. Last 9 times\n",
      "[ seed=396473 ] Get reward 10.00. Last 10 times\n",
      "[ seed=991751 ] Get reward 10.00. Last 10 times\n",
      "[ seed=704282 ] Get reward 9.00. Last 9 times\n",
      "[ seed=34834 ] Get reward 8.00. Last 8 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=917393 ] Get reward 8.00. Last 8 times\n",
      "[ seed=813676 ] Get reward 9.00. Last 9 times\n",
      "[ seed=596347 ] Get reward 9.00. Last 9 times\n",
      "[ seed=669150 ] Get reward 9.00. Last 9 times\n",
      "[ seed=821211 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.00.\n",
      "[ seed=340424 ] Get reward 9.00. Last 9 times\n",
      "[ seed=61888 ] Get reward 9.00. Last 9 times\n",
      "[ seed=48859 ] Get reward 10.00. Last 10 times\n",
      "[ seed=905777 ] Get reward 10.00. Last 10 times\n",
      "[ seed=334917 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=696914 ] Get reward 11.00. Last 11 times\n",
      "[ seed=72325 ] Get reward 9.00. Last 9 times\n",
      "[ seed=398640 ] Get reward 9.00. Last 9 times\n",
      "[ seed=324655 ] Get reward 10.00. Last 10 times\n",
      "[ seed=65745 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=14846 ] Get reward 11.00. Last 11 times\n",
      "[ seed=400179 ] Get reward 9.00. Last 9 times\n",
      "[ seed=495636 ] Get reward 11.00. Last 11 times\n",
      "[ seed=292818 ] Get reward 11.00. Last 11 times\n",
      "[ seed=632910 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 10.20.\n",
      "[ seed=307576 ] Get reward 11.00. Last 11 times\n",
      "[ seed=392196 ] Get reward 13.00. Last 13 times\n",
      "[ seed=282398 ] Get reward 10.00. Last 10 times\n",
      "[ seed=181654 ] Get reward 11.00. Last 11 times\n",
      "[ seed=129540 ] Get reward 14.00. Last 14 times\n",
      "[ PLAY ] Get reward 11.80.\n",
      "[ seed=730786 ] Get reward 16.00. Last 16 times\n",
      "[ seed=600468 ] Get reward 14.00. Last 14 times\n",
      "[ seed=455675 ] Get reward 15.00. Last 15 times\n",
      "[ seed=232230 ] Get reward 15.00. Last 15 times\n",
      "[ seed=303763 ] Get reward 16.00. Last 16 times\n",
      "[ PLAY ] Get reward 15.20.\n",
      "[ seed=971120 ] Get reward 19.00. Last 19 times\n",
      "[ seed=693893 ] Get reward 19.00. Last 19 times\n",
      "[ seed=135737 ] Get reward 20.00. Last 20 times\n",
      "[ seed=874832 ] Get reward 22.00. Last 22 times\n",
      "[ seed=567415 ] Get reward 20.00. Last 20 times\n",
      "[ PLAY ] Get reward 20.00.\n",
      "[ seed=488058 ] Get reward 167.00. Last 167 times\n",
      "[ seed=484076 ] Get reward 178.00. Last 178 times\n",
      "[ seed=648026 ] Get reward 156.00. Last 156 times\n",
      "[ seed=772898 ] Get reward 154.00. Last 154 times\n",
      "[ seed=411918 ] Get reward 153.00. Last 153 times\n",
      "[ PLAY ] Get reward 161.60.\n",
      "[ seed=405202 ] Get reward 158.00. Last 158 times\n",
      "[ seed=784861 ] Get reward 161.00. Last 161 times\n",
      "[ seed=183998 ] Get reward 159.00. Last 159 times\n",
      "[ seed=996341 ] Get reward 168.00. Last 168 times\n",
      "[ seed=460825 ] Get reward 172.00. Last 172 times\n",
      "[ PLAY ] Get reward 163.60.\n",
      "[ seed=266460 ] Get reward 172.00. Last 172 times\n",
      "[ seed=123794 ] Get reward 167.00. Last 167 times\n",
      "[ seed=179966 ] Get reward 167.00. Last 167 times\n",
      "[ seed=532278 ] Get reward 166.00. Last 166 times\n",
      "[ seed=100127 ] Get reward 161.00. Last 161 times\n",
      "[ PLAY ] Get reward 166.60.\n",
      "[ seed=75993 ] Get reward 183.00. Last 183 times\n",
      "[ seed=369423 ] Get reward 191.00. Last 191 times\n",
      "[ seed=712430 ] Get reward 176.00. Last 176 times\n",
      "[ seed=299813 ] Get reward 173.00. Last 173 times\n",
      "[ seed=507721 ] Get reward 174.00. Last 174 times\n",
      "[ PLAY ] Get reward 179.40.\n",
      "[ seed=811457 ] Get reward 146.00. Last 146 times\n",
      "[ seed=45779 ] Get reward 155.00. Last 155 times\n",
      "[ seed=720359 ] Get reward 145.00. Last 145 times\n",
      "[ seed=939522 ] Get reward 160.00. Last 160 times\n",
      "[ seed=556413 ] Get reward 151.00. Last 151 times\n",
      "[ PLAY ] Get reward 151.40.\n",
      "[ seed=741179 ] Get reward 136.00. Last 136 times\n",
      "[ seed=318618 ] Get reward 131.00. Last 131 times\n",
      "[ seed=520268 ] Get reward 137.00. Last 137 times\n",
      "[ seed=877583 ] Get reward 136.00. Last 136 times\n",
      "[ seed=651836 ] Get reward 133.00. Last 133 times\n",
      "[ PLAY ] Get reward 134.60.\n",
      "[ seed=291797 ] Get reward 134.00. Last 134 times\n",
      "[ seed=483661 ] Get reward 143.00. Last 143 times\n",
      "[ seed=87658 ] Get reward 131.00. Last 131 times\n",
      "[ seed=78952 ] Get reward 135.00. Last 135 times\n",
      "[ seed=18585 ] Get reward 134.00. Last 134 times\n",
      "[ PLAY ] Get reward 135.40.\n",
      "[ seed=357943 ] Get reward 150.00. Last 150 times\n",
      "[ seed=246162 ] Get reward 153.00. Last 153 times\n",
      "[ seed=242437 ] Get reward 133.00. Last 133 times\n",
      "[ seed=584218 ] Get reward 149.00. Last 149 times\n",
      "[ seed=353084 ] Get reward 161.00. Last 161 times\n",
      "[ PLAY ] Get reward 149.20.\n",
      "[ seed=443735 ] Get reward 174.00. Last 174 times\n",
      "[ seed=493600 ] Get reward 168.00. Last 168 times\n",
      "[ seed=180122 ] Get reward 191.00. Last 191 times\n",
      "[ seed=278424 ] Get reward 175.00. Last 175 times\n",
      "[ seed=359092 ] Get reward 160.00. Last 160 times\n",
      "[ PLAY ] Get reward 173.60.\n",
      "[ seed=812228 ] Get reward 200.00. Last 200 times\n",
      "[ seed=741261 ] Get reward 200.00. Last 200 times\n",
      "[ seed=418440 ] Get reward 200.00. Last 200 times\n",
      "[ seed=515360 ] Get reward 200.00. Last 200 times\n",
      "[ seed=73084 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=265488 ] Get reward 200.00. Last 200 times\n",
      "[ seed=634966 ] Get reward 200.00. Last 200 times\n",
      "[ seed=483430 ] Get reward 200.00. Last 200 times\n",
      "[ seed=774900 ] Get reward 200.00. Last 200 times\n",
      "[ seed=639834 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=976333 ] Get reward 200.00. Last 200 times\n",
      "[ seed=284024 ] Get reward 200.00. Last 200 times\n",
      "[ seed=711283 ] Get reward 181.00. Last 181 times\n",
      "[ seed=101629 ] Get reward 187.00. Last 187 times\n",
      "[ seed=157851 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 193.60.\n",
      "[ seed=633756 ] Get reward 200.00. Last 200 times\n",
      "[ seed=545939 ] Get reward 200.00. Last 200 times\n",
      "[ seed=171240 ] Get reward 200.00. Last 200 times\n",
      "[ seed=189162 ] Get reward 200.00. Last 200 times\n",
      "[ seed=231783 ] Get reward 195.00. Last 195 times\n",
      "[ PLAY ] Get reward 199.00.\n",
      "[ seed=258645 ] Get reward 200.00. Last 200 times\n",
      "[ seed=838419 ] Get reward 200.00. Last 200 times\n",
      "[ seed=589531 ] Get reward 200.00. Last 200 times\n",
      "[ seed=413262 ] Get reward 200.00. Last 200 times\n",
      "[ seed=820801 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=984502 ] Get reward 200.00. Last 200 times\n",
      "[ seed=948288 ] Get reward 200.00. Last 200 times\n",
      "[ seed=108266 ] Get reward 200.00. Last 200 times\n",
      "[ seed=620885 ] Get reward 200.00. Last 200 times\n",
      "[ seed=901345 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=56978 ] Get reward 194.00. Last 194 times\n",
      "[ seed=473591 ] Get reward 200.00. Last 200 times\n",
      "[ seed=413138 ] Get reward 200.00. Last 200 times\n",
      "[ seed=125556 ] Get reward 200.00. Last 200 times\n",
      "[ seed=544474 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 198.80.\n",
      "[ seed=783954 ] Get reward 200.00. Last 200 times\n",
      "[ seed=256151 ] Get reward 200.00. Last 200 times\n",
      "[ seed=61408 ] Get reward 200.00. Last 200 times\n",
      "[ seed=532123 ] Get reward 200.00. Last 200 times\n",
      "[ seed=699938 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=441158 ] Get reward 190.00. Last 190 times\n",
      "[ seed=381903 ] Get reward 200.00. Last 200 times\n",
      "[ seed=831572 ] Get reward 200.00. Last 200 times\n",
      "[ seed=606542 ] Get reward 200.00. Last 200 times\n",
      "[ seed=347210 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 198.00.\n",
      "[ seed=848463 ] Get reward 170.00. Last 170 times\n",
      "[ seed=260085 ] Get reward 191.00. Last 191 times\n",
      "[ seed=249349 ] Get reward 200.00. Last 200 times\n",
      "[ seed=585358 ] Get reward 181.00. Last 181 times\n",
      "[ seed=513718 ] Get reward 187.00. Last 187 times\n",
      "[ PLAY ] Get reward 185.80.\n",
      "[ seed=839060 ] Get reward 200.00. Last 200 times\n",
      "[ seed=642849 ] Get reward 184.00. Last 184 times\n",
      "[ seed=543468 ] Get reward 185.00. Last 185 times\n",
      "[ seed=193722 ] Get reward 200.00. Last 200 times\n",
      "[ seed=910988 ] Get reward 180.00. Last 180 times\n",
      "[ PLAY ] Get reward 189.80.\n",
      "[ seed=814485 ] Get reward 200.00. Last 200 times\n",
      "[ seed=691881 ] Get reward 200.00. Last 200 times\n",
      "[ seed=404571 ] Get reward 200.00. Last 200 times\n",
      "[ seed=64177 ] Get reward 200.00. Last 200 times\n",
      "[ seed=680221 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=259882 ] Get reward 200.00. Last 200 times\n",
      "[ seed=798238 ] Get reward 200.00. Last 200 times\n",
      "[ seed=883122 ] Get reward 200.00. Last 200 times\n",
      "[ seed=57920 ] Get reward 200.00. Last 200 times\n",
      "[ seed=309849 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=396880 ] Get reward 200.00. Last 200 times\n",
      "[ seed=573583 ] Get reward 200.00. Last 200 times\n",
      "[ seed=631748 ] Get reward 200.00. Last 200 times\n",
      "[ seed=791591 ] Get reward 200.00. Last 200 times\n",
      "[ seed=345970 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=652774 ] Get reward 200.00. Last 200 times\n",
      "[ seed=705939 ] Get reward 200.00. Last 200 times\n",
      "[ seed=527273 ] Get reward 200.00. Last 200 times\n",
      "[ seed=423367 ] Get reward 200.00. Last 200 times\n",
      "[ seed=939610 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=332320 ] Get reward 200.00. Last 200 times\n",
      "[ seed=774764 ] Get reward 200.00. Last 200 times\n",
      "[ seed=34726 ] Get reward 200.00. Last 200 times\n",
      "[ seed=275321 ] Get reward 200.00. Last 200 times\n",
      "[ seed=838548 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=160573 ] Get reward 200.00. Last 200 times\n",
      "[ seed=751217 ] Get reward 200.00. Last 200 times\n",
      "[ seed=866426 ] Get reward 200.00. Last 200 times\n",
      "[ seed=797867 ] Get reward 200.00. Last 200 times\n",
      "[ seed=535142 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=939425 ] Get reward 200.00. Last 200 times\n",
      "[ seed=108923 ] Get reward 200.00. Last 200 times\n",
      "[ seed=952191 ] Get reward 200.00. Last 200 times\n",
      "[ seed=993770 ] Get reward 200.00. Last 200 times\n",
      "[ seed=838940 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=449066 ] Get reward 200.00. Last 200 times\n",
      "[ seed=447135 ] Get reward 200.00. Last 200 times\n",
      "[ seed=627658 ] Get reward 200.00. Last 200 times\n",
      "[ seed=206919 ] Get reward 200.00. Last 200 times\n",
      "[ seed=282788 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=819443 ] Get reward 200.00. Last 200 times\n",
      "[ seed=227819 ] Get reward 200.00. Last 200 times\n",
      "[ seed=497513 ] Get reward 200.00. Last 200 times\n",
      "[ seed=155545 ] Get reward 200.00. Last 200 times\n",
      "[ seed=867483 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=870399 ] Get reward 200.00. Last 200 times\n",
      "[ seed=715192 ] Get reward 200.00. Last 200 times\n",
      "[ seed=477117 ] Get reward 200.00. Last 200 times\n",
      "[ seed=50497 ] Get reward 200.00. Last 200 times\n",
      "[ seed=13472 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=293505 ] Get reward 200.00. Last 200 times\n",
      "[ seed=752374 ] Get reward 200.00. Last 200 times\n",
      "[ seed=43302 ] Get reward 200.00. Last 200 times\n",
      "[ seed=457605 ] Get reward 200.00. Last 200 times\n",
      "[ seed=780871 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=390523 ] Get reward 200.00. Last 200 times\n",
      "[ seed=642469 ] Get reward 200.00. Last 200 times\n",
      "[ seed=99005 ] Get reward 200.00. Last 200 times\n",
      "[ seed=521443 ] Get reward 200.00. Last 200 times\n",
      "[ seed=891697 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=649967 ] Get reward 200.00. Last 200 times\n",
      "[ seed=452640 ] Get reward 200.00. Last 200 times\n",
      "[ seed=684406 ] Get reward 200.00. Last 200 times\n",
      "[ seed=18263 ] Get reward 200.00. Last 200 times\n",
      "[ seed=986529 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=3356 ] Get reward 198.00. Last 198 times\n",
      "[ seed=220545 ] Get reward 172.00. Last 172 times\n",
      "[ seed=461349 ] Get reward 191.00. Last 191 times\n",
      "[ seed=718348 ] Get reward 200.00. Last 200 times\n",
      "[ seed=105513 ] Get reward 196.00. Last 196 times\n",
      "[ PLAY ] Get reward 191.40.\n",
      "[ seed=41006 ] Get reward 200.00. Last 200 times\n",
      "[ seed=830408 ] Get reward 181.00. Last 181 times\n",
      "[ seed=745362 ] Get reward 185.00. Last 185 times\n",
      "[ seed=825482 ] Get reward 192.00. Last 192 times\n",
      "[ seed=450231 ] Get reward 197.00. Last 197 times\n",
      "[ PLAY ] Get reward 191.00.\n",
      "[ seed=695945 ] Get reward 200.00. Last 200 times\n",
      "[ seed=105933 ] Get reward 200.00. Last 200 times\n",
      "[ seed=180169 ] Get reward 200.00. Last 200 times\n",
      "[ seed=919275 ] Get reward 200.00. Last 200 times\n",
      "[ seed=726248 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=378505 ] Get reward 200.00. Last 200 times\n",
      "[ seed=497874 ] Get reward 200.00. Last 200 times\n",
      "[ seed=443100 ] Get reward 200.00. Last 200 times\n",
      "[ seed=298345 ] Get reward 200.00. Last 200 times\n",
      "[ seed=178286 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=138991 ] Get reward 196.00. Last 196 times\n",
      "[ seed=200579 ] Get reward 200.00. Last 200 times\n",
      "[ seed=668249 ] Get reward 200.00. Last 200 times\n",
      "[ seed=82255 ] Get reward 200.00. Last 200 times\n",
      "[ seed=124160 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.20.\n",
      "[ seed=166758 ] Get reward 200.00. Last 200 times\n",
      "[ seed=347038 ] Get reward 200.00. Last 200 times\n",
      "[ seed=374137 ] Get reward 200.00. Last 200 times\n",
      "[ seed=434292 ] Get reward 200.00. Last 200 times\n",
      "[ seed=571867 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=390966 ] Get reward 200.00. Last 200 times\n",
      "[ seed=671851 ] Get reward 200.00. Last 200 times\n",
      "[ seed=648523 ] Get reward 200.00. Last 200 times\n",
      "[ seed=990776 ] Get reward 200.00. Last 200 times\n",
      "[ seed=552745 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=267313 ] Get reward 200.00. Last 200 times\n",
      "[ seed=47659 ] Get reward 200.00. Last 200 times\n",
      "[ seed=787954 ] Get reward 200.00. Last 200 times\n",
      "[ seed=643892 ] Get reward 200.00. Last 200 times\n",
      "[ seed=211589 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=297362 ] Get reward 200.00. Last 200 times\n",
      "[ seed=330849 ] Get reward 189.00. Last 189 times\n",
      "[ seed=271619 ] Get reward 196.00. Last 196 times\n",
      "[ seed=578094 ] Get reward 200.00. Last 200 times\n",
      "[ seed=823792 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.00.\n",
      "[ seed=853646 ] Get reward 200.00. Last 200 times\n",
      "[ seed=87554 ] Get reward 200.00. Last 200 times\n",
      "[ seed=213850 ] Get reward 200.00. Last 200 times\n",
      "[ seed=441969 ] Get reward 200.00. Last 200 times\n",
      "[ seed=969790 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=388995 ] Get reward 200.00. Last 200 times\n",
      "[ seed=227053 ] Get reward 200.00. Last 200 times\n",
      "[ seed=724093 ] Get reward 200.00. Last 200 times\n",
      "[ seed=861992 ] Get reward 200.00. Last 200 times\n",
      "[ seed=242088 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=750972 ] Get reward 200.00. Last 200 times\n",
      "[ seed=73400 ] Get reward 200.00. Last 200 times\n",
      "[ seed=199260 ] Get reward 200.00. Last 200 times\n",
      "[ seed=366442 ] Get reward 200.00. Last 200 times\n",
      "[ seed=960223 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=924895 ] Get reward 200.00. Last 200 times\n",
      "[ seed=264838 ] Get reward 200.00. Last 200 times\n",
      "[ seed=78226 ] Get reward 200.00. Last 200 times\n",
      "[ seed=549413 ] Get reward 200.00. Last 200 times\n",
      "[ seed=362846 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=257582 ] Get reward 200.00. Last 200 times\n",
      "[ seed=535561 ] Get reward 194.00. Last 194 times\n",
      "[ seed=126518 ] Get reward 200.00. Last 200 times\n",
      "[ seed=517747 ] Get reward 200.00. Last 200 times\n",
      "[ seed=443706 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 198.80.\n",
      "[ seed=385893 ] Get reward 180.00. Last 180 times\n",
      "[ seed=809407 ] Get reward 186.00. Last 186 times\n",
      "[ seed=721570 ] Get reward 200.00. Last 200 times\n",
      "[ seed=978760 ] Get reward 172.00. Last 172 times\n",
      "[ seed=372949 ] Get reward 175.00. Last 175 times\n",
      "[ PLAY ] Get reward 182.60.\n",
      "[ seed=752289 ] Get reward 162.00. Last 162 times\n",
      "[ seed=527342 ] Get reward 177.00. Last 177 times\n",
      "[ seed=808191 ] Get reward 182.00. Last 182 times\n",
      "[ seed=161655 ] Get reward 164.00. Last 164 times\n",
      "[ seed=396300 ] Get reward 167.00. Last 167 times\n",
      "[ PLAY ] Get reward 170.40.\n",
      "[ seed=290929 ] Get reward 161.00. Last 161 times\n",
      "[ seed=318174 ] Get reward 163.00. Last 163 times\n",
      "[ seed=371410 ] Get reward 200.00. Last 200 times\n",
      "[ seed=106797 ] Get reward 192.00. Last 192 times\n",
      "[ seed=154804 ] Get reward 194.00. Last 194 times\n",
      "[ PLAY ] Get reward 182.00.\n",
      "[ seed=534205 ] Get reward 200.00. Last 200 times\n",
      "[ seed=799759 ] Get reward 200.00. Last 200 times\n",
      "[ seed=14659 ] Get reward 200.00. Last 200 times\n",
      "[ seed=862255 ] Get reward 200.00. Last 200 times\n",
      "[ seed=906473 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=409289 ] Get reward 200.00. Last 200 times\n",
      "[ seed=418402 ] Get reward 200.00. Last 200 times\n",
      "[ seed=161361 ] Get reward 197.00. Last 197 times\n",
      "[ seed=735874 ] Get reward 198.00. Last 198 times\n",
      "[ seed=908926 ] Get reward 171.00. Last 171 times\n",
      "[ PLAY ] Get reward 193.20.\n",
      "[ seed=679954 ] Get reward 188.00. Last 188 times\n",
      "[ seed=361623 ] Get reward 189.00. Last 189 times\n",
      "[ seed=162924 ] Get reward 199.00. Last 199 times\n",
      "[ seed=9456 ] Get reward 200.00. Last 200 times\n",
      "[ seed=603574 ] Get reward 187.00. Last 187 times\n",
      "[ PLAY ] Get reward 192.60.\n",
      "[ seed=912363 ] Get reward 200.00. Last 200 times\n",
      "[ seed=666709 ] Get reward 183.00. Last 183 times\n",
      "[ seed=571405 ] Get reward 200.00. Last 200 times\n",
      "[ seed=325937 ] Get reward 200.00. Last 200 times\n",
      "[ seed=137160 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 196.60.\n",
      "[ seed=652228 ] Get reward 200.00. Last 200 times\n",
      "[ seed=664484 ] Get reward 200.00. Last 200 times\n",
      "[ seed=417462 ] Get reward 200.00. Last 200 times\n",
      "[ seed=177317 ] Get reward 200.00. Last 200 times\n",
      "[ seed=826607 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=234273 ] Get reward 200.00. Last 200 times\n",
      "[ seed=492749 ] Get reward 200.00. Last 200 times\n",
      "[ seed=861714 ] Get reward 200.00. Last 200 times\n",
      "[ seed=990604 ] Get reward 200.00. Last 200 times\n",
      "[ seed=953905 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=254221 ] Get reward 200.00. Last 200 times\n",
      "[ seed=353853 ] Get reward 200.00. Last 200 times\n",
      "[ seed=928537 ] Get reward 200.00. Last 200 times\n",
      "[ seed=782902 ] Get reward 200.00. Last 200 times\n",
      "[ seed=185568 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=379381 ] Get reward 200.00. Last 200 times\n",
      "[ seed=927474 ] Get reward 200.00. Last 200 times\n",
      "[ seed=631361 ] Get reward 200.00. Last 200 times\n",
      "[ seed=863701 ] Get reward 200.00. Last 200 times\n",
      "[ seed=482592 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=354462 ] Get reward 200.00. Last 200 times\n",
      "[ seed=52468 ] Get reward 200.00. Last 200 times\n",
      "[ seed=473997 ] Get reward 200.00. Last 200 times\n",
      "[ seed=287509 ] Get reward 190.00. Last 190 times\n",
      "[ seed=141138 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 198.00.\n",
      "[ seed=404251 ] Get reward 200.00. Last 200 times\n",
      "[ seed=926569 ] Get reward 200.00. Last 200 times\n",
      "[ seed=284149 ] Get reward 200.00. Last 200 times\n",
      "[ seed=963295 ] Get reward 200.00. Last 200 times\n",
      "[ seed=825077 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=959978 ] Get reward 200.00. Last 200 times\n",
      "[ seed=813455 ] Get reward 200.00. Last 200 times\n",
      "[ seed=80986 ] Get reward 200.00. Last 200 times\n",
      "[ seed=660955 ] Get reward 200.00. Last 200 times\n",
      "[ seed=795882 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=12435 ] Get reward 200.00. Last 200 times\n",
      "[ seed=757057 ] Get reward 200.00. Last 200 times\n",
      "[ seed=148065 ] Get reward 200.00. Last 200 times\n",
      "[ seed=443964 ] Get reward 200.00. Last 200 times\n",
      "[ seed=530006 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=234605 ] Get reward 200.00. Last 200 times\n",
      "[ seed=17495 ] Get reward 200.00. Last 200 times\n",
      "[ seed=487253 ] Get reward 200.00. Last 200 times\n",
      "[ seed=475423 ] Get reward 185.00. Last 185 times\n",
      "[ seed=398289 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.00.\n",
      "[ seed=775102 ] Get reward 200.00. Last 200 times\n",
      "[ seed=612574 ] Get reward 200.00. Last 200 times\n",
      "[ seed=221554 ] Get reward 200.00. Last 200 times\n",
      "[ seed=301435 ] Get reward 200.00. Last 200 times\n",
      "[ seed=523546 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=431116 ] Get reward 200.00. Last 200 times\n",
      "[ seed=736833 ] Get reward 194.00. Last 194 times\n",
      "[ seed=863401 ] Get reward 200.00. Last 200 times\n",
      "[ seed=736564 ] Get reward 191.00. Last 191 times\n",
      "[ seed=968183 ] Get reward 194.00. Last 194 times\n",
      "[ PLAY ] Get reward 195.80.\n",
      "[ seed=801614 ] Get reward 176.00. Last 176 times\n",
      "[ seed=64320 ] Get reward 164.00. Last 164 times\n",
      "[ seed=361843 ] Get reward 200.00. Last 200 times\n",
      "[ seed=553848 ] Get reward 187.00. Last 187 times\n",
      "[ seed=275562 ] Get reward 178.00. Last 178 times\n",
      "[ PLAY ] Get reward 181.00.\n",
      "[ seed=532539 ] Get reward 183.00. Last 183 times\n",
      "[ seed=689789 ] Get reward 200.00. Last 200 times\n",
      "[ seed=992843 ] Get reward 200.00. Last 200 times\n",
      "[ seed=277647 ] Get reward 185.00. Last 185 times\n",
      "[ seed=483975 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 193.60.\n",
      "[ seed=441906 ] Get reward 193.00. Last 193 times\n",
      "[ seed=764104 ] Get reward 200.00. Last 200 times\n",
      "[ seed=421903 ] Get reward 200.00. Last 200 times\n",
      "[ seed=267975 ] Get reward 200.00. Last 200 times\n",
      "[ seed=722107 ] Get reward 189.00. Last 189 times\n",
      "[ PLAY ] Get reward 196.40.\n",
      "[ seed=90187 ] Get reward 200.00. Last 200 times\n",
      "[ seed=150880 ] Get reward 200.00. Last 200 times\n",
      "[ seed=68586 ] Get reward 200.00. Last 200 times\n",
      "[ seed=237916 ] Get reward 200.00. Last 200 times\n",
      "[ seed=74250 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=870076 ] Get reward 200.00. Last 200 times\n",
      "[ seed=111646 ] Get reward 200.00. Last 200 times\n",
      "[ seed=418781 ] Get reward 200.00. Last 200 times\n",
      "[ seed=464804 ] Get reward 200.00. Last 200 times\n",
      "[ seed=180376 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=488094 ] Get reward 200.00. Last 200 times\n",
      "[ seed=293992 ] Get reward 200.00. Last 200 times\n",
      "[ seed=514865 ] Get reward 200.00. Last 200 times\n",
      "[ seed=432012 ] Get reward 200.00. Last 200 times\n",
      "[ seed=665739 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=66398 ] Get reward 200.00. Last 200 times\n",
      "[ seed=290066 ] Get reward 200.00. Last 200 times\n",
      "[ seed=958239 ] Get reward 200.00. Last 200 times\n",
      "[ seed=905647 ] Get reward 200.00. Last 200 times\n",
      "[ seed=307493 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=888332 ] Get reward 200.00. Last 200 times\n",
      "[ seed=355101 ] Get reward 200.00. Last 200 times\n",
      "[ seed=453683 ] Get reward 200.00. Last 200 times\n",
      "[ seed=955118 ] Get reward 196.00. Last 196 times\n",
      "[ seed=248860 ] Get reward 192.00. Last 192 times\n",
      "[ PLAY ] Get reward 197.60.\n",
      "[ seed=270809 ] Get reward 185.00. Last 185 times\n",
      "[ seed=493934 ] Get reward 192.00. Last 192 times\n",
      "[ seed=578786 ] Get reward 171.00. Last 171 times\n",
      "[ seed=669119 ] Get reward 198.00. Last 198 times\n",
      "[ seed=478421 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 189.20.\n",
      "[ seed=574973 ] Get reward 200.00. Last 200 times\n",
      "[ seed=892 ] Get reward 200.00. Last 200 times\n",
      "[ seed=912796 ] Get reward 200.00. Last 200 times\n",
      "[ seed=604628 ] Get reward 184.00. Last 184 times\n",
      "[ seed=272842 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 196.80.\n",
      "[ seed=565727 ] Get reward 195.00. Last 195 times\n",
      "[ seed=279935 ] Get reward 200.00. Last 200 times\n",
      "[ seed=757377 ] Get reward 200.00. Last 200 times\n",
      "[ seed=214973 ] Get reward 200.00. Last 200 times\n",
      "[ seed=890382 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.00.\n",
      "[ seed=584716 ] Get reward 197.00. Last 197 times\n",
      "[ seed=916484 ] Get reward 200.00. Last 200 times\n",
      "[ seed=404087 ] Get reward 200.00. Last 200 times\n",
      "[ seed=777012 ] Get reward 200.00. Last 200 times\n",
      "[ seed=272549 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.40.\n",
      "[ seed=556708 ] Get reward 200.00. Last 200 times\n",
      "[ seed=193214 ] Get reward 200.00. Last 200 times\n",
      "[ seed=823385 ] Get reward 200.00. Last 200 times\n",
      "[ seed=29383 ] Get reward 200.00. Last 200 times\n",
      "[ seed=798765 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=780623 ] Get reward 200.00. Last 200 times\n",
      "[ seed=128049 ] Get reward 200.00. Last 200 times\n",
      "[ seed=623982 ] Get reward 200.00. Last 200 times\n",
      "[ seed=895701 ] Get reward 200.00. Last 200 times\n",
      "[ seed=935038 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=83979 ] Get reward 200.00. Last 200 times\n",
      "[ seed=327081 ] Get reward 200.00. Last 200 times\n",
      "[ seed=232978 ] Get reward 200.00. Last 200 times\n",
      "[ seed=55932 ] Get reward 200.00. Last 200 times\n",
      "[ seed=939734 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=306977 ] Get reward 200.00. Last 200 times\n",
      "[ seed=951828 ] Get reward 200.00. Last 200 times\n",
      "[ seed=279441 ] Get reward 200.00. Last 200 times\n",
      "[ seed=417446 ] Get reward 200.00. Last 200 times\n",
      "[ seed=717729 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=613570 ] Get reward 200.00. Last 200 times\n",
      "[ seed=691578 ] Get reward 200.00. Last 200 times\n",
      "[ seed=567090 ] Get reward 200.00. Last 200 times\n",
      "[ seed=516126 ] Get reward 200.00. Last 200 times\n",
      "[ seed=364158 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=216174 ] Get reward 200.00. Last 200 times\n",
      "[ seed=797204 ] Get reward 200.00. Last 200 times\n",
      "[ seed=493576 ] Get reward 200.00. Last 200 times\n",
      "[ seed=893435 ] Get reward 200.00. Last 200 times\n",
      "[ seed=262870 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=767707 ] Get reward 200.00. Last 200 times\n",
      "[ seed=487917 ] Get reward 200.00. Last 200 times\n",
      "[ seed=41280 ] Get reward 200.00. Last 200 times\n",
      "[ seed=915049 ] Get reward 200.00. Last 200 times\n",
      "[ seed=313525 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=885419 ] Get reward 200.00. Last 200 times\n",
      "[ seed=399427 ] Get reward 200.00. Last 200 times\n",
      "[ seed=177581 ] Get reward 200.00. Last 200 times\n",
      "[ seed=157073 ] Get reward 200.00. Last 200 times\n",
      "[ seed=538422 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=989244 ] Get reward 200.00. Last 200 times\n",
      "[ seed=482825 ] Get reward 200.00. Last 200 times\n",
      "[ seed=512363 ] Get reward 200.00. Last 200 times\n",
      "[ seed=952636 ] Get reward 200.00. Last 200 times\n",
      "[ seed=595004 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=552167 ] Get reward 167.00. Last 167 times\n",
      "[ seed=519815 ] Get reward 200.00. Last 200 times\n",
      "[ seed=548166 ] Get reward 190.00. Last 190 times\n",
      "[ seed=980115 ] Get reward 200.00. Last 200 times\n",
      "[ seed=239276 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 191.40.\n",
      "[ seed=91763 ] Get reward 197.00. Last 197 times\n",
      "[ seed=635820 ] Get reward 200.00. Last 200 times\n",
      "[ seed=893138 ] Get reward 197.00. Last 197 times\n",
      "[ seed=400115 ] Get reward 169.00. Last 169 times\n",
      "[ seed=172957 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 192.60.\n",
      "[ seed=323517 ] Get reward 200.00. Last 200 times\n",
      "[ seed=472516 ] Get reward 200.00. Last 200 times\n",
      "[ seed=330213 ] Get reward 200.00. Last 200 times\n",
      "[ seed=413879 ] Get reward 200.00. Last 200 times\n",
      "[ seed=740323 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=256964 ] Get reward 200.00. Last 200 times\n",
      "[ seed=157771 ] Get reward 200.00. Last 200 times\n",
      "[ seed=128988 ] Get reward 200.00. Last 200 times\n",
      "[ seed=511086 ] Get reward 200.00. Last 200 times\n",
      "[ seed=162434 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=797600 ] Get reward 200.00. Last 200 times\n",
      "[ seed=869804 ] Get reward 200.00. Last 200 times\n",
      "[ seed=288414 ] Get reward 200.00. Last 200 times\n",
      "[ seed=790272 ] Get reward 195.00. Last 195 times\n",
      "[ seed=140063 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.00.\n",
      "[ seed=564339 ] Get reward 200.00. Last 200 times\n",
      "[ seed=30084 ] Get reward 200.00. Last 200 times\n",
      "[ seed=756891 ] Get reward 198.00. Last 198 times\n",
      "[ seed=746814 ] Get reward 200.00. Last 200 times\n",
      "[ seed=610585 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.60.\n",
      "[ seed=584870 ] Get reward 200.00. Last 200 times\n",
      "[ seed=622048 ] Get reward 200.00. Last 200 times\n",
      "[ seed=87218 ] Get reward 200.00. Last 200 times\n",
      "[ seed=823789 ] Get reward 200.00. Last 200 times\n",
      "[ seed=406014 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=53982 ] Get reward 178.00. Last 178 times\n",
      "[ seed=530008 ] Get reward 200.00. Last 200 times\n",
      "[ seed=243646 ] Get reward 190.00. Last 190 times\n",
      "[ seed=899800 ] Get reward 200.00. Last 200 times\n",
      "[ seed=491555 ] Get reward 175.00. Last 175 times\n",
      "[ PLAY ] Get reward 188.60.\n",
      "[ seed=224380 ] Get reward 200.00. Last 200 times\n",
      "[ seed=4599 ] Get reward 200.00. Last 200 times\n",
      "[ seed=577711 ] Get reward 200.00. Last 200 times\n",
      "[ seed=882555 ] Get reward 200.00. Last 200 times\n",
      "[ seed=206106 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=410639 ] Get reward 200.00. Last 200 times\n",
      "[ seed=522094 ] Get reward 200.00. Last 200 times\n",
      "[ seed=182886 ] Get reward 200.00. Last 200 times\n",
      "[ seed=861474 ] Get reward 200.00. Last 200 times\n",
      "[ seed=500471 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=730055 ] Get reward 200.00. Last 200 times\n",
      "[ seed=577872 ] Get reward 200.00. Last 200 times\n",
      "[ seed=334159 ] Get reward 200.00. Last 200 times\n",
      "[ seed=674114 ] Get reward 200.00. Last 200 times\n",
      "[ seed=125108 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=852464 ] Get reward 200.00. Last 200 times\n",
      "[ seed=712466 ] Get reward 200.00. Last 200 times\n",
      "[ seed=569976 ] Get reward 200.00. Last 200 times\n",
      "[ seed=84697 ] Get reward 200.00. Last 200 times\n",
      "[ seed=819859 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=910064 ] Get reward 200.00. Last 200 times\n",
      "[ seed=565013 ] Get reward 200.00. Last 200 times\n",
      "[ seed=222158 ] Get reward 200.00. Last 200 times\n",
      "[ seed=824601 ] Get reward 200.00. Last 200 times\n",
      "[ seed=479097 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=777034 ] Get reward 200.00. Last 200 times\n",
      "[ seed=996673 ] Get reward 200.00. Last 200 times\n",
      "[ seed=575185 ] Get reward 200.00. Last 200 times\n",
      "[ seed=886606 ] Get reward 200.00. Last 200 times\n",
      "[ seed=58669 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=787255 ] Get reward 200.00. Last 200 times\n",
      "[ seed=662519 ] Get reward 200.00. Last 200 times\n",
      "[ seed=115292 ] Get reward 200.00. Last 200 times\n",
      "[ seed=681097 ] Get reward 200.00. Last 200 times\n",
      "[ seed=310292 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=8693 ] Get reward 200.00. Last 200 times\n",
      "[ seed=571288 ] Get reward 200.00. Last 200 times\n",
      "[ seed=438068 ] Get reward 200.00. Last 200 times\n",
      "[ seed=557012 ] Get reward 200.00. Last 200 times\n",
      "[ seed=271491 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=777994 ] Get reward 200.00. Last 200 times\n",
      "[ seed=934948 ] Get reward 200.00. Last 200 times\n",
      "[ seed=912824 ] Get reward 200.00. Last 200 times\n",
      "[ seed=647424 ] Get reward 200.00. Last 200 times\n",
      "[ seed=403652 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=264962 ] Get reward 200.00. Last 200 times\n",
      "[ seed=38407 ] Get reward 200.00. Last 200 times\n",
      "[ seed=377848 ] Get reward 200.00. Last 200 times\n",
      "[ seed=216655 ] Get reward 200.00. Last 200 times\n",
      "[ seed=560168 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=664505 ] Get reward 200.00. Last 200 times\n",
      "[ seed=545480 ] Get reward 200.00. Last 200 times\n",
      "[ seed=205096 ] Get reward 200.00. Last 200 times\n",
      "[ seed=865495 ] Get reward 192.00. Last 192 times\n",
      "[ seed=964785 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 198.40.\n",
      "[ seed=538515 ] Get reward 200.00. Last 200 times\n",
      "[ seed=422623 ] Get reward 181.00. Last 181 times\n",
      "[ seed=589457 ] Get reward 186.00. Last 186 times\n",
      "[ seed=43725 ] Get reward 182.00. Last 182 times\n",
      "[ seed=502709 ] Get reward 191.00. Last 191 times\n",
      "[ PLAY ] Get reward 188.00.\n",
      "[ seed=690122 ] Get reward 200.00. Last 200 times\n",
      "[ seed=285529 ] Get reward 200.00. Last 200 times\n",
      "[ seed=117834 ] Get reward 200.00. Last 200 times\n",
      "[ seed=5257 ] Get reward 200.00. Last 200 times\n",
      "[ seed=949578 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=409469 ] Get reward 200.00. Last 200 times\n",
      "[ seed=61480 ] Get reward 200.00. Last 200 times\n",
      "[ seed=278668 ] Get reward 200.00. Last 200 times\n",
      "[ seed=587976 ] Get reward 200.00. Last 200 times\n",
      "[ seed=968180 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=544867 ] Get reward 200.00. Last 200 times\n",
      "[ seed=178226 ] Get reward 200.00. Last 200 times\n",
      "[ seed=941311 ] Get reward 200.00. Last 200 times\n",
      "[ seed=282302 ] Get reward 200.00. Last 200 times\n",
      "[ seed=661401 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=248720 ] Get reward 200.00. Last 200 times\n",
      "[ seed=928708 ] Get reward 200.00. Last 200 times\n",
      "[ seed=926610 ] Get reward 200.00. Last 200 times\n",
      "[ seed=905026 ] Get reward 200.00. Last 200 times\n",
      "[ seed=825139 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=900176 ] Get reward 200.00. Last 200 times\n",
      "[ seed=735797 ] Get reward 200.00. Last 200 times\n",
      "[ seed=624019 ] Get reward 200.00. Last 200 times\n",
      "[ seed=325102 ] Get reward 200.00. Last 200 times\n",
      "[ seed=214636 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=33431 ] Get reward 200.00. Last 200 times\n",
      "[ seed=552423 ] Get reward 199.00. Last 199 times\n",
      "[ seed=787922 ] Get reward 200.00. Last 200 times\n",
      "[ seed=188717 ] Get reward 200.00. Last 200 times\n",
      "[ seed=765841 ] Get reward 187.00. Last 187 times\n",
      "[ PLAY ] Get reward 197.20.\n",
      "[ seed=824550 ] Get reward 200.00. Last 200 times\n",
      "[ seed=85976 ] Get reward 200.00. Last 200 times\n",
      "[ seed=61166 ] Get reward 200.00. Last 200 times\n",
      "[ seed=352086 ] Get reward 200.00. Last 200 times\n",
      "[ seed=247365 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=281243 ] Get reward 200.00. Last 200 times\n",
      "[ seed=68519 ] Get reward 200.00. Last 200 times\n",
      "[ seed=946893 ] Get reward 200.00. Last 200 times\n",
      "[ seed=228886 ] Get reward 200.00. Last 200 times\n",
      "[ seed=413530 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=989921 ] Get reward 200.00. Last 200 times\n",
      "[ seed=860665 ] Get reward 200.00. Last 200 times\n",
      "[ seed=905728 ] Get reward 200.00. Last 200 times\n",
      "[ seed=879287 ] Get reward 200.00. Last 200 times\n",
      "[ seed=108933 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=419006 ] Get reward 200.00. Last 200 times\n",
      "[ seed=370820 ] Get reward 200.00. Last 200 times\n",
      "[ seed=412435 ] Get reward 200.00. Last 200 times\n",
      "[ seed=116903 ] Get reward 200.00. Last 200 times\n",
      "[ seed=772943 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=937108 ] Get reward 200.00. Last 200 times\n",
      "[ seed=128853 ] Get reward 200.00. Last 200 times\n",
      "[ seed=891639 ] Get reward 200.00. Last 200 times\n",
      "[ seed=536395 ] Get reward 200.00. Last 200 times\n",
      "[ seed=49813 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=280265 ] Get reward 200.00. Last 200 times\n",
      "[ seed=985864 ] Get reward 180.00. Last 180 times\n",
      "[ seed=265404 ] Get reward 200.00. Last 200 times\n",
      "[ seed=254056 ] Get reward 200.00. Last 200 times\n",
      "[ seed=318878 ] Get reward 172.00. Last 172 times\n",
      "[ PLAY ] Get reward 190.40.\n",
      "[ seed=408163 ] Get reward 200.00. Last 200 times\n",
      "[ seed=591521 ] Get reward 200.00. Last 200 times\n",
      "[ seed=25110 ] Get reward 188.00. Last 188 times\n",
      "[ seed=492924 ] Get reward 194.00. Last 194 times\n",
      "[ seed=273993 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 196.40.\n",
      "[ seed=146092 ] Get reward 200.00. Last 200 times\n",
      "[ seed=798868 ] Get reward 200.00. Last 200 times\n",
      "[ seed=456176 ] Get reward 200.00. Last 200 times\n",
      "[ seed=810350 ] Get reward 200.00. Last 200 times\n",
      "[ seed=307469 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=27615 ] Get reward 200.00. Last 200 times\n",
      "[ seed=647018 ] Get reward 186.00. Last 186 times\n",
      "[ seed=519271 ] Get reward 190.00. Last 190 times\n",
      "[ seed=250977 ] Get reward 200.00. Last 200 times\n",
      "[ seed=518926 ] Get reward 192.00. Last 192 times\n",
      "[ PLAY ] Get reward 193.60.\n",
      "[ seed=551056 ] Get reward 200.00. Last 200 times\n",
      "[ seed=953254 ] Get reward 200.00. Last 200 times\n",
      "[ seed=956921 ] Get reward 190.00. Last 190 times\n",
      "[ seed=967927 ] Get reward 200.00. Last 200 times\n",
      "[ seed=442238 ] Get reward 183.00. Last 183 times\n",
      "[ PLAY ] Get reward 194.60.\n",
      "[ seed=219186 ] Get reward 200.00. Last 200 times\n",
      "[ seed=902844 ] Get reward 200.00. Last 200 times\n",
      "[ seed=691047 ] Get reward 200.00. Last 200 times\n",
      "[ seed=439015 ] Get reward 200.00. Last 200 times\n",
      "[ seed=680949 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=470829 ] Get reward 200.00. Last 200 times\n",
      "[ seed=902987 ] Get reward 200.00. Last 200 times\n",
      "[ seed=773354 ] Get reward 200.00. Last 200 times\n",
      "[ seed=108587 ] Get reward 200.00. Last 200 times\n",
      "[ seed=626380 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=924259 ] Get reward 200.00. Last 200 times\n",
      "[ seed=261334 ] Get reward 200.00. Last 200 times\n",
      "[ seed=636957 ] Get reward 200.00. Last 200 times\n",
      "[ seed=595068 ] Get reward 200.00. Last 200 times\n",
      "[ seed=138633 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=690043 ] Get reward 200.00. Last 200 times\n",
      "[ seed=880771 ] Get reward 200.00. Last 200 times\n",
      "[ seed=150159 ] Get reward 200.00. Last 200 times\n",
      "[ seed=995112 ] Get reward 200.00. Last 200 times\n",
      "[ seed=577588 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=491912 ] Get reward 200.00. Last 200 times\n",
      "[ seed=882926 ] Get reward 200.00. Last 200 times\n",
      "[ seed=311453 ] Get reward 200.00. Last 200 times\n",
      "[ seed=957688 ] Get reward 200.00. Last 200 times\n",
      "[ seed=540737 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=89454 ] Get reward 200.00. Last 200 times\n",
      "[ seed=560781 ] Get reward 175.00. Last 175 times\n",
      "[ seed=194576 ] Get reward 200.00. Last 200 times\n",
      "[ seed=54901 ] Get reward 200.00. Last 200 times\n",
      "[ seed=669749 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 195.00.\n",
      "[ seed=526895 ] Get reward 200.00. Last 200 times\n",
      "[ seed=833794 ] Get reward 184.00. Last 184 times\n",
      "[ seed=838182 ] Get reward 174.00. Last 174 times\n",
      "[ seed=56191 ] Get reward 187.00. Last 187 times\n",
      "[ seed=483406 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 189.00.\n",
      "[ seed=853035 ] Get reward 200.00. Last 200 times\n",
      "[ seed=591634 ] Get reward 200.00. Last 200 times\n",
      "[ seed=134227 ] Get reward 200.00. Last 200 times\n",
      "[ seed=135183 ] Get reward 200.00. Last 200 times\n",
      "[ seed=287442 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=644289 ] Get reward 188.00. Last 188 times\n",
      "[ seed=897502 ] Get reward 169.00. Last 169 times\n",
      "[ seed=140230 ] Get reward 167.00. Last 167 times\n",
      "[ seed=811833 ] Get reward 200.00. Last 200 times\n",
      "[ seed=797475 ] Get reward 172.00. Last 172 times\n",
      "[ PLAY ] Get reward 179.20.\n",
      "[ seed=513656 ] Get reward 195.00. Last 195 times\n",
      "[ seed=93626 ] Get reward 200.00. Last 200 times\n",
      "[ seed=407655 ] Get reward 174.00. Last 174 times\n",
      "[ seed=636080 ] Get reward 200.00. Last 200 times\n",
      "[ seed=924605 ] Get reward 186.00. Last 186 times\n",
      "[ PLAY ] Get reward 191.00.\n",
      "[ seed=925444 ] Get reward 200.00. Last 200 times\n",
      "[ seed=433308 ] Get reward 200.00. Last 200 times\n",
      "[ seed=304464 ] Get reward 200.00. Last 200 times\n",
      "[ seed=414561 ] Get reward 200.00. Last 200 times\n",
      "[ seed=199391 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=52805 ] Get reward 200.00. Last 200 times\n",
      "[ seed=122432 ] Get reward 200.00. Last 200 times\n",
      "[ seed=945332 ] Get reward 200.00. Last 200 times\n",
      "[ seed=447551 ] Get reward 200.00. Last 200 times\n",
      "[ seed=570743 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=168148 ] Get reward 200.00. Last 200 times\n",
      "[ seed=201803 ] Get reward 200.00. Last 200 times\n",
      "[ seed=585022 ] Get reward 200.00. Last 200 times\n",
      "[ seed=865553 ] Get reward 200.00. Last 200 times\n",
      "[ seed=682201 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=150533 ] Get reward 194.00. Last 194 times\n",
      "[ seed=663029 ] Get reward 177.00. Last 177 times\n",
      "[ seed=364680 ] Get reward 200.00. Last 200 times\n",
      "[ seed=736369 ] Get reward 187.00. Last 187 times\n",
      "[ seed=731500 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 191.60.\n",
      "[ seed=977601 ] Get reward 179.00. Last 179 times\n",
      "[ seed=113941 ] Get reward 186.00. Last 186 times\n",
      "[ seed=754013 ] Get reward 200.00. Last 200 times\n",
      "[ seed=752960 ] Get reward 200.00. Last 200 times\n",
      "[ seed=505051 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 193.00.\n",
      "[ seed=113318 ] Get reward 200.00. Last 200 times\n",
      "[ seed=568295 ] Get reward 200.00. Last 200 times\n",
      "[ seed=459957 ] Get reward 200.00. Last 200 times\n",
      "[ seed=174420 ] Get reward 200.00. Last 200 times\n",
      "[ seed=168752 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=765555 ] Get reward 200.00. Last 200 times\n",
      "[ seed=211511 ] Get reward 198.00. Last 198 times\n",
      "[ seed=788220 ] Get reward 200.00. Last 200 times\n",
      "[ seed=615905 ] Get reward 200.00. Last 200 times\n",
      "[ seed=466104 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.60.\n",
      "[ seed=399487 ] Get reward 200.00. Last 200 times\n",
      "[ seed=199922 ] Get reward 200.00. Last 200 times\n",
      "[ seed=743079 ] Get reward 200.00. Last 200 times\n",
      "[ seed=118991 ] Get reward 200.00. Last 200 times\n",
      "[ seed=118257 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=440285 ] Get reward 200.00. Last 200 times\n",
      "[ seed=749649 ] Get reward 200.00. Last 200 times\n",
      "[ seed=161977 ] Get reward 200.00. Last 200 times\n",
      "[ seed=236777 ] Get reward 200.00. Last 200 times\n",
      "[ seed=72183 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=473596 ] Get reward 200.00. Last 200 times\n",
      "[ seed=126470 ] Get reward 200.00. Last 200 times\n",
      "[ seed=597923 ] Get reward 200.00. Last 200 times\n",
      "[ seed=575622 ] Get reward 200.00. Last 200 times\n",
      "[ seed=678620 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=429184 ] Get reward 200.00. Last 200 times\n",
      "[ seed=478227 ] Get reward 200.00. Last 200 times\n",
      "[ seed=786748 ] Get reward 200.00. Last 200 times\n",
      "[ seed=814566 ] Get reward 200.00. Last 200 times\n",
      "[ seed=484616 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=909615 ] Get reward 200.00. Last 200 times\n",
      "[ seed=983082 ] Get reward 200.00. Last 200 times\n",
      "[ seed=257347 ] Get reward 200.00. Last 200 times\n",
      "[ seed=267188 ] Get reward 200.00. Last 200 times\n",
      "[ seed=283729 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=370332 ] Get reward 200.00. Last 200 times\n",
      "[ seed=114208 ] Get reward 200.00. Last 200 times\n",
      "[ seed=900728 ] Get reward 200.00. Last 200 times\n",
      "[ seed=874953 ] Get reward 200.00. Last 200 times\n",
      "[ seed=741678 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=293289 ] Get reward 186.00. Last 186 times\n",
      "[ seed=987435 ] Get reward 200.00. Last 200 times\n",
      "[ seed=876412 ] Get reward 194.00. Last 194 times\n",
      "[ seed=259730 ] Get reward 200.00. Last 200 times\n",
      "[ seed=21095 ] Get reward 190.00. Last 190 times\n",
      "[ PLAY ] Get reward 194.00.\n",
      "[ seed=127260 ] Get reward 200.00. Last 200 times\n",
      "[ seed=21227 ] Get reward 200.00. Last 200 times\n",
      "[ seed=736762 ] Get reward 200.00. Last 200 times\n",
      "[ seed=454024 ] Get reward 200.00. Last 200 times\n",
      "[ seed=947263 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5c942c99f2fc403b8a7f5ef4bf7a23ea",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/800 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ seed=553701 ] Get reward 13.00. Last 13 times\n",
      "[ seed=811747 ] Get reward 13.00. Last 13 times\n",
      "[ seed=449459 ] Get reward 11.00. Last 11 times\n",
      "[ seed=176730 ] Get reward 12.00. Last 12 times\n",
      "[ seed=617878 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 11.80.\n",
      "[ seed=839200 ] Get reward 15.00. Last 15 times\n",
      "[ seed=615035 ] Get reward 15.00. Last 15 times\n",
      "[ seed=345607 ] Get reward 13.00. Last 13 times\n",
      "[ seed=872244 ] Get reward 16.00. Last 16 times\n",
      "[ seed=150218 ] Get reward 13.00. Last 13 times\n",
      "[ PLAY ] Get reward 14.40.\n",
      "[ seed=18802 ] Get reward 14.00. Last 14 times\n",
      "[ seed=83525 ] Get reward 17.00. Last 17 times\n",
      "[ seed=724184 ] Get reward 17.00. Last 17 times\n",
      "[ seed=741874 ] Get reward 16.00. Last 16 times\n",
      "[ seed=781298 ] Get reward 14.00. Last 14 times\n",
      "[ PLAY ] Get reward 15.60.\n",
      "[ seed=267728 ] Get reward 20.00. Last 20 times\n",
      "[ seed=169766 ] Get reward 17.00. Last 17 times\n",
      "[ seed=417352 ] Get reward 13.00. Last 13 times\n",
      "[ seed=724167 ] Get reward 15.00. Last 15 times\n",
      "[ seed=905741 ] Get reward 19.00. Last 19 times\n",
      "[ PLAY ] Get reward 16.80.\n",
      "[ seed=716258 ] Get reward 15.00. Last 15 times\n",
      "[ seed=324549 ] Get reward 17.00. Last 17 times\n",
      "[ seed=488492 ] Get reward 19.00. Last 19 times\n",
      "[ seed=895512 ] Get reward 19.00. Last 19 times\n",
      "[ seed=751458 ] Get reward 18.00. Last 18 times\n",
      "[ PLAY ] Get reward 17.60.\n",
      "[ seed=762640 ] Get reward 19.00. Last 19 times\n",
      "[ seed=797803 ] Get reward 19.00. Last 19 times\n",
      "[ seed=849808 ] Get reward 16.00. Last 16 times\n",
      "[ seed=647952 ] Get reward 16.00. Last 16 times\n",
      "[ seed=441026 ] Get reward 17.00. Last 17 times\n",
      "[ PLAY ] Get reward 17.40.\n",
      "[ seed=742588 ] Get reward 21.00. Last 21 times\n",
      "[ seed=426244 ] Get reward 15.00. Last 15 times\n",
      "[ seed=405152 ] Get reward 22.00. Last 22 times\n",
      "[ seed=637328 ] Get reward 20.00. Last 20 times\n",
      "[ seed=102684 ] Get reward 18.00. Last 18 times\n",
      "[ PLAY ] Get reward 19.20.\n",
      "[ seed=428149 ] Get reward 23.00. Last 23 times\n",
      "[ seed=227883 ] Get reward 20.00. Last 20 times\n",
      "[ seed=53777 ] Get reward 23.00. Last 23 times\n",
      "[ seed=927926 ] Get reward 18.00. Last 18 times\n",
      "[ seed=595941 ] Get reward 22.00. Last 22 times\n",
      "[ PLAY ] Get reward 21.20.\n",
      "[ seed=937413 ] Get reward 20.00. Last 20 times\n",
      "[ seed=974688 ] Get reward 16.00. Last 16 times\n",
      "[ seed=238727 ] Get reward 20.00. Last 20 times\n",
      "[ seed=362350 ] Get reward 21.00. Last 21 times\n",
      "[ seed=700539 ] Get reward 15.00. Last 15 times\n",
      "[ PLAY ] Get reward 18.40.\n",
      "[ seed=697053 ] Get reward 20.00. Last 20 times\n",
      "[ seed=835437 ] Get reward 16.00. Last 16 times\n",
      "[ seed=622079 ] Get reward 16.00. Last 16 times\n",
      "[ seed=487120 ] Get reward 21.00. Last 21 times\n",
      "[ seed=242180 ] Get reward 18.00. Last 18 times\n",
      "[ PLAY ] Get reward 18.20.\n",
      "[ seed=700668 ] Get reward 17.00. Last 17 times\n",
      "[ seed=418555 ] Get reward 17.00. Last 17 times\n",
      "[ seed=756599 ] Get reward 20.00. Last 20 times\n",
      "[ seed=917827 ] Get reward 21.00. Last 21 times\n",
      "[ seed=303234 ] Get reward 21.00. Last 21 times\n",
      "[ PLAY ] Get reward 19.20.\n",
      "[ seed=89513 ] Get reward 22.00. Last 22 times\n",
      "[ seed=114188 ] Get reward 19.00. Last 19 times\n",
      "[ seed=382118 ] Get reward 28.00. Last 28 times\n",
      "[ seed=55392 ] Get reward 23.00. Last 23 times\n",
      "[ seed=332691 ] Get reward 21.00. Last 21 times\n",
      "[ PLAY ] Get reward 22.60.\n",
      "[ seed=634386 ] Get reward 29.00. Last 29 times\n",
      "[ seed=522017 ] Get reward 25.00. Last 25 times\n",
      "[ seed=257643 ] Get reward 25.00. Last 25 times\n",
      "[ seed=471703 ] Get reward 30.00. Last 30 times\n",
      "[ seed=849486 ] Get reward 27.00. Last 27 times\n",
      "[ PLAY ] Get reward 27.20.\n",
      "[ seed=723629 ] Get reward 133.00. Last 133 times\n",
      "[ seed=264107 ] Get reward 123.00. Last 123 times\n",
      "[ seed=987782 ] Get reward 134.00. Last 134 times\n",
      "[ seed=936498 ] Get reward 120.00. Last 120 times\n",
      "[ seed=106499 ] Get reward 128.00. Last 128 times\n",
      "[ PLAY ] Get reward 127.60.\n",
      "[ seed=81174 ] Get reward 136.00. Last 136 times\n",
      "[ seed=925520 ] Get reward 160.00. Last 160 times\n",
      "[ seed=771648 ] Get reward 150.00. Last 150 times\n",
      "[ seed=803895 ] Get reward 139.00. Last 139 times\n",
      "[ seed=513418 ] Get reward 129.00. Last 129 times\n",
      "[ PLAY ] Get reward 142.80.\n",
      "[ seed=478014 ] Get reward 129.00. Last 129 times\n",
      "[ seed=922544 ] Get reward 143.00. Last 143 times\n",
      "[ seed=74275 ] Get reward 141.00. Last 141 times\n",
      "[ seed=326062 ] Get reward 138.00. Last 138 times\n",
      "[ seed=577736 ] Get reward 120.00. Last 120 times\n",
      "[ PLAY ] Get reward 134.20.\n",
      "[ seed=577012 ] Get reward 135.00. Last 135 times\n",
      "[ seed=296421 ] Get reward 138.00. Last 138 times\n",
      "[ seed=749790 ] Get reward 138.00. Last 138 times\n",
      "[ seed=470009 ] Get reward 125.00. Last 125 times\n",
      "[ seed=220641 ] Get reward 134.00. Last 134 times\n",
      "[ PLAY ] Get reward 134.00.\n",
      "[ seed=509420 ] Get reward 128.00. Last 128 times\n",
      "[ seed=705443 ] Get reward 122.00. Last 122 times\n",
      "[ seed=122089 ] Get reward 139.00. Last 139 times\n",
      "[ seed=390353 ] Get reward 137.00. Last 137 times\n",
      "[ seed=357175 ] Get reward 145.00. Last 145 times\n",
      "[ PLAY ] Get reward 134.20.\n",
      "[ seed=139227 ] Get reward 145.00. Last 145 times\n",
      "[ seed=479426 ] Get reward 131.00. Last 131 times\n",
      "[ seed=319664 ] Get reward 133.00. Last 133 times\n",
      "[ seed=350935 ] Get reward 138.00. Last 138 times\n",
      "[ seed=887302 ] Get reward 133.00. Last 133 times\n",
      "[ PLAY ] Get reward 136.00.\n",
      "[ seed=73071 ] Get reward 147.00. Last 147 times\n",
      "[ seed=719688 ] Get reward 164.00. Last 164 times\n",
      "[ seed=392529 ] Get reward 159.00. Last 159 times\n",
      "[ seed=349681 ] Get reward 162.00. Last 162 times\n",
      "[ seed=349675 ] Get reward 159.00. Last 159 times\n",
      "[ PLAY ] Get reward 158.20.\n",
      "[ seed=426848 ] Get reward 148.00. Last 148 times\n",
      "[ seed=581734 ] Get reward 170.00. Last 170 times\n",
      "[ seed=860362 ] Get reward 176.00. Last 176 times\n",
      "[ seed=888328 ] Get reward 152.00. Last 152 times\n",
      "[ seed=242207 ] Get reward 176.00. Last 176 times\n",
      "[ PLAY ] Get reward 164.40.\n",
      "[ seed=591396 ] Get reward 200.00. Last 200 times\n",
      "[ seed=779300 ] Get reward 179.00. Last 179 times\n",
      "[ seed=188008 ] Get reward 192.00. Last 192 times\n",
      "[ seed=862429 ] Get reward 193.00. Last 193 times\n",
      "[ seed=47246 ] Get reward 188.00. Last 188 times\n",
      "[ PLAY ] Get reward 190.40.\n",
      "[ seed=491420 ] Get reward 192.00. Last 192 times\n",
      "[ seed=202791 ] Get reward 183.00. Last 183 times\n",
      "[ seed=872436 ] Get reward 166.00. Last 166 times\n",
      "[ seed=264342 ] Get reward 174.00. Last 174 times\n",
      "[ seed=374949 ] Get reward 176.00. Last 176 times\n",
      "[ PLAY ] Get reward 178.20.\n",
      "[ seed=58370 ] Get reward 180.00. Last 180 times\n",
      "[ seed=969883 ] Get reward 163.00. Last 163 times\n",
      "[ seed=477778 ] Get reward 170.00. Last 170 times\n",
      "[ seed=983077 ] Get reward 166.00. Last 166 times\n",
      "[ seed=890439 ] Get reward 159.00. Last 159 times\n",
      "[ PLAY ] Get reward 167.60.\n",
      "[ seed=531419 ] Get reward 200.00. Last 200 times\n",
      "[ seed=465750 ] Get reward 200.00. Last 200 times\n",
      "[ seed=478994 ] Get reward 200.00. Last 200 times\n",
      "[ seed=574445 ] Get reward 182.00. Last 182 times\n",
      "[ seed=865803 ] Get reward 176.00. Last 176 times\n",
      "[ PLAY ] Get reward 191.60.\n",
      "[ seed=433706 ] Get reward 200.00. Last 200 times\n",
      "[ seed=846247 ] Get reward 196.00. Last 196 times\n",
      "[ seed=718617 ] Get reward 189.00. Last 189 times\n",
      "[ seed=469054 ] Get reward 200.00. Last 200 times\n",
      "[ seed=482107 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.00.\n",
      "[ seed=203697 ] Get reward 156.00. Last 156 times\n",
      "[ seed=147922 ] Get reward 165.00. Last 165 times\n",
      "[ seed=784526 ] Get reward 161.00. Last 161 times\n",
      "[ seed=931496 ] Get reward 177.00. Last 177 times\n",
      "[ seed=61754 ] Get reward 148.00. Last 148 times\n",
      "[ PLAY ] Get reward 161.40.\n",
      "[ seed=745659 ] Get reward 145.00. Last 145 times\n",
      "[ seed=794294 ] Get reward 140.00. Last 140 times\n",
      "[ seed=927070 ] Get reward 146.00. Last 146 times\n",
      "[ seed=701901 ] Get reward 140.00. Last 140 times\n",
      "[ seed=112778 ] Get reward 140.00. Last 140 times\n",
      "[ PLAY ] Get reward 142.20.\n",
      "[ seed=168630 ] Get reward 148.00. Last 148 times\n",
      "[ seed=953929 ] Get reward 156.00. Last 156 times\n",
      "[ seed=295502 ] Get reward 168.00. Last 168 times\n",
      "[ seed=715987 ] Get reward 142.00. Last 142 times\n",
      "[ seed=308905 ] Get reward 152.00. Last 152 times\n",
      "[ PLAY ] Get reward 153.20.\n",
      "[ seed=931508 ] Get reward 140.00. Last 140 times\n",
      "[ seed=813340 ] Get reward 145.00. Last 145 times\n",
      "[ seed=892444 ] Get reward 147.00. Last 147 times\n",
      "[ seed=968453 ] Get reward 138.00. Last 138 times\n",
      "[ seed=595270 ] Get reward 188.00. Last 188 times\n",
      "[ PLAY ] Get reward 151.60.\n",
      "[ seed=363237 ] Get reward 182.00. Last 182 times\n",
      "[ seed=70218 ] Get reward 166.00. Last 166 times\n",
      "[ seed=859694 ] Get reward 141.00. Last 141 times\n",
      "[ seed=605456 ] Get reward 161.00. Last 161 times\n",
      "[ seed=155596 ] Get reward 157.00. Last 157 times\n",
      "[ PLAY ] Get reward 161.40.\n",
      "[ seed=210825 ] Get reward 167.00. Last 167 times\n",
      "[ seed=974798 ] Get reward 147.00. Last 147 times\n",
      "[ seed=693446 ] Get reward 167.00. Last 167 times\n",
      "[ seed=783940 ] Get reward 156.00. Last 156 times\n",
      "[ seed=33667 ] Get reward 140.00. Last 140 times\n",
      "[ PLAY ] Get reward 155.40.\n",
      "[ seed=296477 ] Get reward 163.00. Last 163 times\n",
      "[ seed=72560 ] Get reward 129.00. Last 129 times\n",
      "[ seed=97868 ] Get reward 173.00. Last 173 times\n",
      "[ seed=121584 ] Get reward 157.00. Last 157 times\n",
      "[ seed=699370 ] Get reward 139.00. Last 139 times\n",
      "[ PLAY ] Get reward 152.20.\n",
      "[ seed=321463 ] Get reward 148.00. Last 148 times\n",
      "[ seed=743058 ] Get reward 195.00. Last 195 times\n",
      "[ seed=808897 ] Get reward 165.00. Last 165 times\n",
      "[ seed=360714 ] Get reward 168.00. Last 168 times\n",
      "[ seed=444499 ] Get reward 148.00. Last 148 times\n",
      "[ PLAY ] Get reward 164.80.\n",
      "[ seed=857196 ] Get reward 173.00. Last 173 times\n",
      "[ seed=13561 ] Get reward 156.00. Last 156 times\n",
      "[ seed=592432 ] Get reward 162.00. Last 162 times\n",
      "[ seed=55635 ] Get reward 146.00. Last 146 times\n",
      "[ seed=859731 ] Get reward 165.00. Last 165 times\n",
      "[ PLAY ] Get reward 160.40.\n",
      "[ seed=120056 ] Get reward 132.00. Last 132 times\n",
      "[ seed=990770 ] Get reward 138.00. Last 138 times\n",
      "[ seed=129061 ] Get reward 163.00. Last 163 times\n",
      "[ seed=378952 ] Get reward 146.00. Last 146 times\n",
      "[ seed=414680 ] Get reward 137.00. Last 137 times\n",
      "[ PLAY ] Get reward 143.20.\n",
      "[ seed=458487 ] Get reward 158.00. Last 158 times\n",
      "[ seed=357031 ] Get reward 144.00. Last 144 times\n",
      "[ seed=16793 ] Get reward 160.00. Last 160 times\n",
      "[ seed=44382 ] Get reward 161.00. Last 161 times\n",
      "[ seed=823274 ] Get reward 149.00. Last 149 times\n",
      "[ PLAY ] Get reward 154.40.\n",
      "[ seed=716251 ] Get reward 160.00. Last 160 times\n",
      "[ seed=415183 ] Get reward 200.00. Last 200 times\n",
      "[ seed=286910 ] Get reward 162.00. Last 162 times\n",
      "[ seed=868283 ] Get reward 182.00. Last 182 times\n",
      "[ seed=423262 ] Get reward 186.00. Last 186 times\n",
      "[ PLAY ] Get reward 178.00.\n",
      "[ seed=450356 ] Get reward 162.00. Last 162 times\n",
      "[ seed=308062 ] Get reward 156.00. Last 156 times\n",
      "[ seed=942096 ] Get reward 152.00. Last 152 times\n",
      "[ seed=123339 ] Get reward 161.00. Last 161 times\n",
      "[ seed=265110 ] Get reward 169.00. Last 169 times\n",
      "[ PLAY ] Get reward 160.00.\n",
      "[ seed=196831 ] Get reward 143.00. Last 143 times\n",
      "[ seed=45031 ] Get reward 173.00. Last 173 times\n",
      "[ seed=29769 ] Get reward 151.00. Last 151 times\n",
      "[ seed=439944 ] Get reward 156.00. Last 156 times\n",
      "[ seed=422102 ] Get reward 151.00. Last 151 times\n",
      "[ PLAY ] Get reward 154.80.\n",
      "[ seed=394833 ] Get reward 154.00. Last 154 times\n",
      "[ seed=301123 ] Get reward 156.00. Last 156 times\n",
      "[ seed=494023 ] Get reward 183.00. Last 183 times\n",
      "[ seed=118061 ] Get reward 154.00. Last 154 times\n",
      "[ seed=558399 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 169.40.\n",
      "[ seed=124417 ] Get reward 190.00. Last 190 times\n",
      "[ seed=127877 ] Get reward 196.00. Last 196 times\n",
      "[ seed=465042 ] Get reward 182.00. Last 182 times\n",
      "[ seed=606775 ] Get reward 178.00. Last 178 times\n",
      "[ seed=393189 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 189.20.\n",
      "[ seed=97148 ] Get reward 197.00. Last 197 times\n",
      "[ seed=912114 ] Get reward 200.00. Last 200 times\n",
      "[ seed=821342 ] Get reward 200.00. Last 200 times\n",
      "[ seed=256299 ] Get reward 200.00. Last 200 times\n",
      "[ seed=852391 ] Get reward 194.00. Last 194 times\n",
      "[ PLAY ] Get reward 198.20.\n",
      "[ seed=852652 ] Get reward 187.00. Last 187 times\n",
      "[ seed=530658 ] Get reward 200.00. Last 200 times\n",
      "[ seed=374219 ] Get reward 200.00. Last 200 times\n",
      "[ seed=203410 ] Get reward 200.00. Last 200 times\n",
      "[ seed=998751 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.40.\n",
      "[ seed=186075 ] Get reward 184.00. Last 184 times\n",
      "[ seed=223076 ] Get reward 159.00. Last 159 times\n",
      "[ seed=602987 ] Get reward 169.00. Last 169 times\n",
      "[ seed=399342 ] Get reward 181.00. Last 181 times\n",
      "[ seed=860073 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 178.60.\n",
      "[ seed=744196 ] Get reward 174.00. Last 174 times\n",
      "[ seed=238109 ] Get reward 162.00. Last 162 times\n",
      "[ seed=86833 ] Get reward 156.00. Last 156 times\n",
      "[ seed=335330 ] Get reward 153.00. Last 153 times\n",
      "[ seed=921340 ] Get reward 163.00. Last 163 times\n",
      "[ PLAY ] Get reward 161.60.\n",
      "[ seed=139167 ] Get reward 147.00. Last 147 times\n",
      "[ seed=22202 ] Get reward 136.00. Last 136 times\n",
      "[ seed=406222 ] Get reward 165.00. Last 165 times\n",
      "[ seed=258266 ] Get reward 143.00. Last 143 times\n",
      "[ seed=630161 ] Get reward 157.00. Last 157 times\n",
      "[ PLAY ] Get reward 149.60.\n",
      "[ seed=59058 ] Get reward 194.00. Last 194 times\n",
      "[ seed=425146 ] Get reward 200.00. Last 200 times\n",
      "[ seed=315943 ] Get reward 176.00. Last 176 times\n",
      "[ seed=150755 ] Get reward 166.00. Last 166 times\n",
      "[ seed=63899 ] Get reward 164.00. Last 164 times\n",
      "[ PLAY ] Get reward 180.00.\n",
      "[ seed=586510 ] Get reward 160.00. Last 160 times\n",
      "[ seed=93265 ] Get reward 198.00. Last 198 times\n",
      "[ seed=967983 ] Get reward 200.00. Last 200 times\n",
      "[ seed=638378 ] Get reward 150.00. Last 150 times\n",
      "[ seed=744151 ] Get reward 157.00. Last 157 times\n",
      "[ PLAY ] Get reward 173.00.\n",
      "[ seed=775819 ] Get reward 190.00. Last 190 times\n",
      "[ seed=206286 ] Get reward 200.00. Last 200 times\n",
      "[ seed=573455 ] Get reward 174.00. Last 174 times\n",
      "[ seed=782118 ] Get reward 192.00. Last 192 times\n",
      "[ seed=275752 ] Get reward 178.00. Last 178 times\n",
      "[ PLAY ] Get reward 186.80.\n",
      "[ seed=177392 ] Get reward 172.00. Last 172 times\n",
      "[ seed=130823 ] Get reward 200.00. Last 200 times\n",
      "[ seed=328352 ] Get reward 196.00. Last 196 times\n",
      "[ seed=551307 ] Get reward 200.00. Last 200 times\n",
      "[ seed=535661 ] Get reward 199.00. Last 199 times\n",
      "[ PLAY ] Get reward 193.40.\n",
      "[ seed=939537 ] Get reward 154.00. Last 154 times\n",
      "[ seed=658233 ] Get reward 154.00. Last 154 times\n",
      "[ seed=981958 ] Get reward 174.00. Last 174 times\n",
      "[ seed=201519 ] Get reward 159.00. Last 159 times\n",
      "[ seed=591549 ] Get reward 161.00. Last 161 times\n",
      "[ PLAY ] Get reward 160.40.\n",
      "[ seed=31547 ] Get reward 156.00. Last 156 times\n",
      "[ seed=39796 ] Get reward 183.00. Last 183 times\n",
      "[ seed=909441 ] Get reward 164.00. Last 164 times\n",
      "[ seed=700948 ] Get reward 187.00. Last 187 times\n",
      "[ seed=255664 ] Get reward 162.00. Last 162 times\n",
      "[ PLAY ] Get reward 170.40.\n",
      "[ seed=827045 ] Get reward 179.00. Last 179 times\n",
      "[ seed=534387 ] Get reward 163.00. Last 163 times\n",
      "[ seed=385355 ] Get reward 195.00. Last 195 times\n",
      "[ seed=661151 ] Get reward 183.00. Last 183 times\n",
      "[ seed=83481 ] Get reward 139.00. Last 139 times\n",
      "[ PLAY ] Get reward 171.80.\n",
      "[ seed=237680 ] Get reward 200.00. Last 200 times\n",
      "[ seed=895720 ] Get reward 200.00. Last 200 times\n",
      "[ seed=219844 ] Get reward 200.00. Last 200 times\n",
      "[ seed=254632 ] Get reward 200.00. Last 200 times\n",
      "[ seed=273165 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=381883 ] Get reward 200.00. Last 200 times\n",
      "[ seed=926304 ] Get reward 200.00. Last 200 times\n",
      "[ seed=652749 ] Get reward 200.00. Last 200 times\n",
      "[ seed=336824 ] Get reward 200.00. Last 200 times\n",
      "[ seed=877386 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=679056 ] Get reward 200.00. Last 200 times\n",
      "[ seed=155984 ] Get reward 190.00. Last 190 times\n",
      "[ seed=117262 ] Get reward 167.00. Last 167 times\n",
      "[ seed=584804 ] Get reward 179.00. Last 179 times\n",
      "[ seed=850281 ] Get reward 179.00. Last 179 times\n",
      "[ PLAY ] Get reward 183.00.\n",
      "[ seed=114184 ] Get reward 200.00. Last 200 times\n",
      "[ seed=829045 ] Get reward 200.00. Last 200 times\n",
      "[ seed=862431 ] Get reward 200.00. Last 200 times\n",
      "[ seed=179243 ] Get reward 200.00. Last 200 times\n",
      "[ seed=621179 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=436007 ] Get reward 200.00. Last 200 times\n",
      "[ seed=285672 ] Get reward 200.00. Last 200 times\n",
      "[ seed=179599 ] Get reward 200.00. Last 200 times\n",
      "[ seed=923703 ] Get reward 191.00. Last 191 times\n",
      "[ seed=42 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 198.20.\n",
      "[ seed=919201 ] Get reward 185.00. Last 185 times\n",
      "[ seed=897774 ] Get reward 200.00. Last 200 times\n",
      "[ seed=138786 ] Get reward 200.00. Last 200 times\n",
      "[ seed=244256 ] Get reward 200.00. Last 200 times\n",
      "[ seed=208667 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.00.\n",
      "[ seed=501822 ] Get reward 200.00. Last 200 times\n",
      "[ seed=100800 ] Get reward 184.00. Last 184 times\n",
      "[ seed=272664 ] Get reward 200.00. Last 200 times\n",
      "[ seed=617031 ] Get reward 200.00. Last 200 times\n",
      "[ seed=626354 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 196.80.\n",
      "[ seed=962991 ] Get reward 200.00. Last 200 times\n",
      "[ seed=8414 ] Get reward 191.00. Last 191 times\n",
      "[ seed=643720 ] Get reward 175.00. Last 175 times\n",
      "[ seed=580526 ] Get reward 200.00. Last 200 times\n",
      "[ seed=761390 ] Get reward 186.00. Last 186 times\n",
      "[ PLAY ] Get reward 190.40.\n",
      "[ seed=656285 ] Get reward 158.00. Last 158 times\n",
      "[ seed=198171 ] Get reward 148.00. Last 148 times\n",
      "[ seed=667951 ] Get reward 158.00. Last 158 times\n",
      "[ seed=313182 ] Get reward 150.00. Last 150 times\n",
      "[ seed=849291 ] Get reward 175.00. Last 175 times\n",
      "[ PLAY ] Get reward 157.80.\n",
      "[ seed=667352 ] Get reward 146.00. Last 146 times\n",
      "[ seed=280351 ] Get reward 148.00. Last 148 times\n",
      "[ seed=914979 ] Get reward 140.00. Last 140 times\n",
      "[ seed=125188 ] Get reward 149.00. Last 149 times\n",
      "[ seed=60008 ] Get reward 161.00. Last 161 times\n",
      "[ PLAY ] Get reward 148.80.\n",
      "[ seed=819673 ] Get reward 175.00. Last 175 times\n",
      "[ seed=553982 ] Get reward 162.00. Last 162 times\n",
      "[ seed=831451 ] Get reward 180.00. Last 180 times\n",
      "[ seed=532536 ] Get reward 172.00. Last 172 times\n",
      "[ seed=12973 ] Get reward 195.00. Last 195 times\n",
      "[ PLAY ] Get reward 176.80.\n",
      "[ seed=102148 ] Get reward 200.00. Last 200 times\n",
      "[ seed=514573 ] Get reward 200.00. Last 200 times\n",
      "[ seed=103405 ] Get reward 200.00. Last 200 times\n",
      "[ seed=208120 ] Get reward 200.00. Last 200 times\n",
      "[ seed=63670 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=444244 ] Get reward 200.00. Last 200 times\n",
      "[ seed=492107 ] Get reward 200.00. Last 200 times\n",
      "[ seed=479597 ] Get reward 200.00. Last 200 times\n",
      "[ seed=424073 ] Get reward 200.00. Last 200 times\n",
      "[ seed=432644 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=715727 ] Get reward 200.00. Last 200 times\n",
      "[ seed=466998 ] Get reward 200.00. Last 200 times\n",
      "[ seed=494804 ] Get reward 200.00. Last 200 times\n",
      "[ seed=115416 ] Get reward 200.00. Last 200 times\n",
      "[ seed=211602 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=75570 ] Get reward 200.00. Last 200 times\n",
      "[ seed=187989 ] Get reward 200.00. Last 200 times\n",
      "[ seed=854294 ] Get reward 200.00. Last 200 times\n",
      "[ seed=484446 ] Get reward 200.00. Last 200 times\n",
      "[ seed=798975 ] Get reward 172.00. Last 172 times\n",
      "[ PLAY ] Get reward 194.40.\n",
      "[ seed=590017 ] Get reward 200.00. Last 200 times\n",
      "[ seed=143739 ] Get reward 200.00. Last 200 times\n",
      "[ seed=972301 ] Get reward 200.00. Last 200 times\n",
      "[ seed=141157 ] Get reward 200.00. Last 200 times\n",
      "[ seed=389356 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=891566 ] Get reward 194.00. Last 194 times\n",
      "[ seed=507360 ] Get reward 200.00. Last 200 times\n",
      "[ seed=609976 ] Get reward 195.00. Last 195 times\n",
      "[ seed=94290 ] Get reward 200.00. Last 200 times\n",
      "[ seed=692475 ] Get reward 173.00. Last 173 times\n",
      "[ PLAY ] Get reward 192.40.\n",
      "[ seed=749522 ] Get reward 160.00. Last 160 times\n",
      "[ seed=136672 ] Get reward 200.00. Last 200 times\n",
      "[ seed=79690 ] Get reward 160.00. Last 160 times\n",
      "[ seed=583649 ] Get reward 175.00. Last 175 times\n",
      "[ seed=867990 ] Get reward 155.00. Last 155 times\n",
      "[ PLAY ] Get reward 170.00.\n",
      "[ seed=545164 ] Get reward 200.00. Last 200 times\n",
      "[ seed=318622 ] Get reward 200.00. Last 200 times\n",
      "[ seed=853239 ] Get reward 193.00. Last 193 times\n",
      "[ seed=688465 ] Get reward 200.00. Last 200 times\n",
      "[ seed=787323 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 198.60.\n",
      "[ seed=647222 ] Get reward 170.00. Last 170 times\n",
      "[ seed=79908 ] Get reward 197.00. Last 197 times\n",
      "[ seed=668145 ] Get reward 167.00. Last 167 times\n",
      "[ seed=607014 ] Get reward 162.00. Last 162 times\n",
      "[ seed=873272 ] Get reward 184.00. Last 184 times\n",
      "[ PLAY ] Get reward 176.00.\n",
      "[ seed=873125 ] Get reward 200.00. Last 200 times\n",
      "[ seed=284339 ] Get reward 200.00. Last 200 times\n",
      "[ seed=107482 ] Get reward 200.00. Last 200 times\n",
      "[ seed=289414 ] Get reward 200.00. Last 200 times\n",
      "[ seed=82673 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=617641 ] Get reward 200.00. Last 200 times\n",
      "[ seed=124341 ] Get reward 200.00. Last 200 times\n",
      "[ seed=29580 ] Get reward 200.00. Last 200 times\n",
      "[ seed=686773 ] Get reward 200.00. Last 200 times\n",
      "[ seed=996528 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=458893 ] Get reward 200.00. Last 200 times\n",
      "[ seed=354034 ] Get reward 200.00. Last 200 times\n",
      "[ seed=443150 ] Get reward 197.00. Last 197 times\n",
      "[ seed=460998 ] Get reward 200.00. Last 200 times\n",
      "[ seed=317276 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.40.\n",
      "[ seed=897718 ] Get reward 200.00. Last 200 times\n",
      "[ seed=682378 ] Get reward 200.00. Last 200 times\n",
      "[ seed=937503 ] Get reward 200.00. Last 200 times\n",
      "[ seed=677745 ] Get reward 200.00. Last 200 times\n",
      "[ seed=385058 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=357877 ] Get reward 191.00. Last 191 times\n",
      "[ seed=661903 ] Get reward 178.00. Last 178 times\n",
      "[ seed=582256 ] Get reward 200.00. Last 200 times\n",
      "[ seed=559355 ] Get reward 200.00. Last 200 times\n",
      "[ seed=883172 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 193.80.\n",
      "[ seed=501938 ] Get reward 200.00. Last 200 times\n",
      "[ seed=996881 ] Get reward 200.00. Last 200 times\n",
      "[ seed=304153 ] Get reward 200.00. Last 200 times\n",
      "[ seed=177750 ] Get reward 200.00. Last 200 times\n",
      "[ seed=226612 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=35918 ] Get reward 200.00. Last 200 times\n",
      "[ seed=814782 ] Get reward 200.00. Last 200 times\n",
      "[ seed=644530 ] Get reward 200.00. Last 200 times\n",
      "[ seed=25260 ] Get reward 200.00. Last 200 times\n",
      "[ seed=91271 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=660452 ] Get reward 200.00. Last 200 times\n",
      "[ seed=329087 ] Get reward 200.00. Last 200 times\n",
      "[ seed=551934 ] Get reward 200.00. Last 200 times\n",
      "[ seed=152633 ] Get reward 200.00. Last 200 times\n",
      "[ seed=430014 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=812629 ] Get reward 200.00. Last 200 times\n",
      "[ seed=384727 ] Get reward 200.00. Last 200 times\n",
      "[ seed=809261 ] Get reward 200.00. Last 200 times\n",
      "[ seed=377817 ] Get reward 200.00. Last 200 times\n",
      "[ seed=812696 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=635368 ] Get reward 194.00. Last 194 times\n",
      "[ seed=759065 ] Get reward 200.00. Last 200 times\n",
      "[ seed=136717 ] Get reward 200.00. Last 200 times\n",
      "[ seed=869253 ] Get reward 200.00. Last 200 times\n",
      "[ seed=860752 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 198.80.\n",
      "[ seed=18842 ] Get reward 193.00. Last 193 times\n",
      "[ seed=621998 ] Get reward 185.00. Last 185 times\n",
      "[ seed=269634 ] Get reward 200.00. Last 200 times\n",
      "[ seed=465165 ] Get reward 200.00. Last 200 times\n",
      "[ seed=601968 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 195.60.\n",
      "[ seed=892702 ] Get reward 200.00. Last 200 times\n",
      "[ seed=816845 ] Get reward 200.00. Last 200 times\n",
      "[ seed=77697 ] Get reward 200.00. Last 200 times\n",
      "[ seed=255653 ] Get reward 200.00. Last 200 times\n",
      "[ seed=851284 ] Get reward 198.00. Last 198 times\n",
      "[ PLAY ] Get reward 199.60.\n",
      "[ seed=479386 ] Get reward 200.00. Last 200 times\n",
      "[ seed=950098 ] Get reward 200.00. Last 200 times\n",
      "[ seed=864467 ] Get reward 200.00. Last 200 times\n",
      "[ seed=269601 ] Get reward 200.00. Last 200 times\n",
      "[ seed=450137 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=970440 ] Get reward 200.00. Last 200 times\n",
      "[ seed=600880 ] Get reward 200.00. Last 200 times\n",
      "[ seed=666431 ] Get reward 200.00. Last 200 times\n",
      "[ seed=256966 ] Get reward 200.00. Last 200 times\n",
      "[ seed=917865 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=32768 ] Get reward 200.00. Last 200 times\n",
      "[ seed=64931 ] Get reward 200.00. Last 200 times\n",
      "[ seed=228622 ] Get reward 200.00. Last 200 times\n",
      "[ seed=154218 ] Get reward 200.00. Last 200 times\n",
      "[ seed=564078 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=66107 ] Get reward 200.00. Last 200 times\n",
      "[ seed=974381 ] Get reward 196.00. Last 196 times\n",
      "[ seed=398613 ] Get reward 200.00. Last 200 times\n",
      "[ seed=374621 ] Get reward 196.00. Last 196 times\n",
      "[ seed=527234 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 198.40.\n",
      "[ seed=825795 ] Get reward 184.00. Last 184 times\n",
      "[ seed=823988 ] Get reward 160.00. Last 160 times\n",
      "[ seed=186630 ] Get reward 168.00. Last 168 times\n",
      "[ seed=780609 ] Get reward 160.00. Last 160 times\n",
      "[ seed=766615 ] Get reward 191.00. Last 191 times\n",
      "[ PLAY ] Get reward 172.60.\n",
      "[ seed=49337 ] Get reward 154.00. Last 154 times\n",
      "[ seed=104019 ] Get reward 189.00. Last 189 times\n",
      "[ seed=853928 ] Get reward 194.00. Last 194 times\n",
      "[ seed=776380 ] Get reward 150.00. Last 150 times\n",
      "[ seed=947817 ] Get reward 163.00. Last 163 times\n",
      "[ PLAY ] Get reward 170.00.\n",
      "[ seed=385779 ] Get reward 200.00. Last 200 times\n",
      "[ seed=356367 ] Get reward 200.00. Last 200 times\n",
      "[ seed=401359 ] Get reward 200.00. Last 200 times\n",
      "[ seed=265957 ] Get reward 200.00. Last 200 times\n",
      "[ seed=292422 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=30652 ] Get reward 200.00. Last 200 times\n",
      "[ seed=516595 ] Get reward 200.00. Last 200 times\n",
      "[ seed=389227 ] Get reward 200.00. Last 200 times\n",
      "[ seed=319873 ] Get reward 200.00. Last 200 times\n",
      "[ seed=404776 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=970575 ] Get reward 200.00. Last 200 times\n",
      "[ seed=511601 ] Get reward 200.00. Last 200 times\n",
      "[ seed=983990 ] Get reward 200.00. Last 200 times\n",
      "[ seed=570130 ] Get reward 200.00. Last 200 times\n",
      "[ seed=990422 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=529428 ] Get reward 176.00. Last 176 times\n",
      "[ seed=956668 ] Get reward 171.00. Last 171 times\n",
      "[ seed=834993 ] Get reward 180.00. Last 180 times\n",
      "[ seed=910960 ] Get reward 174.00. Last 174 times\n",
      "[ seed=419413 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 180.20.\n",
      "[ seed=710960 ] Get reward 158.00. Last 158 times\n",
      "[ seed=830502 ] Get reward 200.00. Last 200 times\n",
      "[ seed=868299 ] Get reward 200.00. Last 200 times\n",
      "[ seed=832285 ] Get reward 199.00. Last 199 times\n",
      "[ seed=459926 ] Get reward 195.00. Last 195 times\n",
      "[ PLAY ] Get reward 190.40.\n",
      "[ seed=169877 ] Get reward 200.00. Last 200 times\n",
      "[ seed=612612 ] Get reward 200.00. Last 200 times\n",
      "[ seed=41956 ] Get reward 200.00. Last 200 times\n",
      "[ seed=630023 ] Get reward 200.00. Last 200 times\n",
      "[ seed=830690 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=932895 ] Get reward 186.00. Last 186 times\n",
      "[ seed=849943 ] Get reward 200.00. Last 200 times\n",
      "[ seed=998540 ] Get reward 194.00. Last 194 times\n",
      "[ seed=9768 ] Get reward 200.00. Last 200 times\n",
      "[ seed=652079 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 196.00.\n",
      "[ seed=76975 ] Get reward 200.00. Last 200 times\n",
      "[ seed=789546 ] Get reward 200.00. Last 200 times\n",
      "[ seed=376259 ] Get reward 200.00. Last 200 times\n",
      "[ seed=322442 ] Get reward 200.00. Last 200 times\n",
      "[ seed=593914 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=388118 ] Get reward 200.00. Last 200 times\n",
      "[ seed=250417 ] Get reward 200.00. Last 200 times\n",
      "[ seed=503367 ] Get reward 200.00. Last 200 times\n",
      "[ seed=376451 ] Get reward 200.00. Last 200 times\n",
      "[ seed=540912 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=492704 ] Get reward 200.00. Last 200 times\n",
      "[ seed=779721 ] Get reward 200.00. Last 200 times\n",
      "[ seed=847949 ] Get reward 200.00. Last 200 times\n",
      "[ seed=463084 ] Get reward 200.00. Last 200 times\n",
      "[ seed=350585 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=201515 ] Get reward 200.00. Last 200 times\n",
      "[ seed=960111 ] Get reward 200.00. Last 200 times\n",
      "[ seed=302675 ] Get reward 200.00. Last 200 times\n",
      "[ seed=94751 ] Get reward 200.00. Last 200 times\n",
      "[ seed=752101 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=381127 ] Get reward 200.00. Last 200 times\n",
      "[ seed=601937 ] Get reward 200.00. Last 200 times\n",
      "[ seed=74306 ] Get reward 200.00. Last 200 times\n",
      "[ seed=647887 ] Get reward 200.00. Last 200 times\n",
      "[ seed=310679 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=245360 ] Get reward 200.00. Last 200 times\n",
      "[ seed=632138 ] Get reward 181.00. Last 181 times\n",
      "[ seed=227263 ] Get reward 175.00. Last 175 times\n",
      "[ seed=868171 ] Get reward 200.00. Last 200 times\n",
      "[ seed=332219 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 191.20.\n",
      "[ seed=274677 ] Get reward 200.00. Last 200 times\n",
      "[ seed=300799 ] Get reward 200.00. Last 200 times\n",
      "[ seed=394087 ] Get reward 200.00. Last 200 times\n",
      "[ seed=364137 ] Get reward 200.00. Last 200 times\n",
      "[ seed=593323 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=105858 ] Get reward 200.00. Last 200 times\n",
      "[ seed=812063 ] Get reward 200.00. Last 200 times\n",
      "[ seed=662024 ] Get reward 200.00. Last 200 times\n",
      "[ seed=601045 ] Get reward 191.00. Last 191 times\n",
      "[ seed=638898 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 198.20.\n",
      "[ seed=539237 ] Get reward 200.00. Last 200 times\n",
      "[ seed=137181 ] Get reward 178.00. Last 178 times\n",
      "[ seed=847417 ] Get reward 200.00. Last 200 times\n",
      "[ seed=532282 ] Get reward 200.00. Last 200 times\n",
      "[ seed=782084 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 195.60.\n",
      "[ seed=375523 ] Get reward 200.00. Last 200 times\n",
      "[ seed=636356 ] Get reward 200.00. Last 200 times\n",
      "[ seed=919172 ] Get reward 200.00. Last 200 times\n",
      "[ seed=687492 ] Get reward 200.00. Last 200 times\n",
      "[ seed=289790 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=55246 ] Get reward 200.00. Last 200 times\n",
      "[ seed=707068 ] Get reward 200.00. Last 200 times\n",
      "[ seed=538791 ] Get reward 182.00. Last 182 times\n",
      "[ seed=753924 ] Get reward 200.00. Last 200 times\n",
      "[ seed=741507 ] Get reward 199.00. Last 199 times\n",
      "[ PLAY ] Get reward 196.20.\n",
      "[ seed=640039 ] Get reward 200.00. Last 200 times\n",
      "[ seed=543750 ] Get reward 200.00. Last 200 times\n",
      "[ seed=920455 ] Get reward 200.00. Last 200 times\n",
      "[ seed=709059 ] Get reward 200.00. Last 200 times\n",
      "[ seed=655216 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=984644 ] Get reward 200.00. Last 200 times\n",
      "[ seed=879282 ] Get reward 200.00. Last 200 times\n",
      "[ seed=18112 ] Get reward 200.00. Last 200 times\n",
      "[ seed=382529 ] Get reward 200.00. Last 200 times\n",
      "[ seed=449488 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=793057 ] Get reward 191.00. Last 191 times\n",
      "[ seed=734672 ] Get reward 198.00. Last 198 times\n",
      "[ seed=152939 ] Get reward 182.00. Last 182 times\n",
      "[ seed=642015 ] Get reward 174.00. Last 174 times\n",
      "[ seed=981277 ] Get reward 187.00. Last 187 times\n",
      "[ PLAY ] Get reward 186.40.\n",
      "[ seed=210501 ] Get reward 176.00. Last 176 times\n",
      "[ seed=278375 ] Get reward 192.00. Last 192 times\n",
      "[ seed=385157 ] Get reward 200.00. Last 200 times\n",
      "[ seed=511224 ] Get reward 200.00. Last 200 times\n",
      "[ seed=922880 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 193.60.\n",
      "[ seed=771164 ] Get reward 186.00. Last 186 times\n",
      "[ seed=647969 ] Get reward 200.00. Last 200 times\n",
      "[ seed=565800 ] Get reward 200.00. Last 200 times\n",
      "[ seed=281534 ] Get reward 200.00. Last 200 times\n",
      "[ seed=178946 ] Get reward 158.00. Last 158 times\n",
      "[ PLAY ] Get reward 188.80.\n",
      "[ seed=561415 ] Get reward 200.00. Last 200 times\n",
      "[ seed=125128 ] Get reward 193.00. Last 193 times\n",
      "[ seed=390742 ] Get reward 158.00. Last 158 times\n",
      "[ seed=973229 ] Get reward 157.00. Last 157 times\n",
      "[ seed=926472 ] Get reward 182.00. Last 182 times\n",
      "[ PLAY ] Get reward 178.00.\n",
      "[ seed=791263 ] Get reward 200.00. Last 200 times\n",
      "[ seed=627884 ] Get reward 200.00. Last 200 times\n",
      "[ seed=168871 ] Get reward 200.00. Last 200 times\n",
      "[ seed=582055 ] Get reward 200.00. Last 200 times\n",
      "[ seed=916838 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=277270 ] Get reward 185.00. Last 185 times\n",
      "[ seed=744480 ] Get reward 200.00. Last 200 times\n",
      "[ seed=336935 ] Get reward 200.00. Last 200 times\n",
      "[ seed=805705 ] Get reward 200.00. Last 200 times\n",
      "[ seed=595409 ] Get reward 187.00. Last 187 times\n",
      "[ PLAY ] Get reward 194.40.\n",
      "[ seed=670823 ] Get reward 200.00. Last 200 times\n",
      "[ seed=601206 ] Get reward 200.00. Last 200 times\n",
      "[ seed=434931 ] Get reward 200.00. Last 200 times\n",
      "[ seed=979458 ] Get reward 200.00. Last 200 times\n",
      "[ seed=396142 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=815741 ] Get reward 200.00. Last 200 times\n",
      "[ seed=240445 ] Get reward 184.00. Last 184 times\n",
      "[ seed=215414 ] Get reward 200.00. Last 200 times\n",
      "[ seed=792338 ] Get reward 190.00. Last 190 times\n",
      "[ seed=68309 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 194.80.\n",
      "[ seed=456602 ] Get reward 175.00. Last 175 times\n",
      "[ seed=5871 ] Get reward 163.00. Last 163 times\n",
      "[ seed=171125 ] Get reward 179.00. Last 179 times\n",
      "[ seed=446392 ] Get reward 200.00. Last 200 times\n",
      "[ seed=805863 ] Get reward 169.00. Last 169 times\n",
      "[ PLAY ] Get reward 177.20.\n",
      "[ seed=401248 ] Get reward 200.00. Last 200 times\n",
      "[ seed=265097 ] Get reward 200.00. Last 200 times\n",
      "[ seed=224614 ] Get reward 200.00. Last 200 times\n",
      "[ seed=351581 ] Get reward 200.00. Last 200 times\n",
      "[ seed=797366 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=299784 ] Get reward 188.00. Last 188 times\n",
      "[ seed=996480 ] Get reward 200.00. Last 200 times\n",
      "[ seed=156813 ] Get reward 194.00. Last 194 times\n",
      "[ seed=828117 ] Get reward 200.00. Last 200 times\n",
      "[ seed=633734 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 196.40.\n",
      "[ seed=77159 ] Get reward 200.00. Last 200 times\n",
      "[ seed=448189 ] Get reward 200.00. Last 200 times\n",
      "[ seed=749675 ] Get reward 200.00. Last 200 times\n",
      "[ seed=93471 ] Get reward 197.00. Last 197 times\n",
      "[ seed=137019 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.40.\n",
      "[ seed=626402 ] Get reward 200.00. Last 200 times\n",
      "[ seed=218412 ] Get reward 200.00. Last 200 times\n",
      "[ seed=423877 ] Get reward 200.00. Last 200 times\n",
      "[ seed=12733 ] Get reward 200.00. Last 200 times\n",
      "[ seed=246513 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=619106 ] Get reward 199.00. Last 199 times\n",
      "[ seed=767658 ] Get reward 200.00. Last 200 times\n",
      "[ seed=730158 ] Get reward 200.00. Last 200 times\n",
      "[ seed=103025 ] Get reward 200.00. Last 200 times\n",
      "[ seed=603355 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.80.\n",
      "[ seed=224038 ] Get reward 156.00. Last 156 times\n",
      "[ seed=722450 ] Get reward 151.00. Last 151 times\n",
      "[ seed=203947 ] Get reward 158.00. Last 158 times\n",
      "[ seed=980590 ] Get reward 158.00. Last 158 times\n",
      "[ seed=368891 ] Get reward 195.00. Last 195 times\n",
      "[ PLAY ] Get reward 163.60.\n",
      "[ seed=949192 ] Get reward 192.00. Last 192 times\n",
      "[ seed=779433 ] Get reward 169.00. Last 169 times\n",
      "[ seed=343136 ] Get reward 184.00. Last 184 times\n",
      "[ seed=955813 ] Get reward 173.00. Last 173 times\n",
      "[ seed=55313 ] Get reward 175.00. Last 175 times\n",
      "[ PLAY ] Get reward 178.60.\n",
      "[ seed=589221 ] Get reward 200.00. Last 200 times\n",
      "[ seed=116056 ] Get reward 200.00. Last 200 times\n",
      "[ seed=353008 ] Get reward 200.00. Last 200 times\n",
      "[ seed=444421 ] Get reward 200.00. Last 200 times\n",
      "[ seed=638826 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=546694 ] Get reward 163.00. Last 163 times\n",
      "[ seed=18979 ] Get reward 200.00. Last 200 times\n",
      "[ seed=136830 ] Get reward 200.00. Last 200 times\n",
      "[ seed=8847 ] Get reward 195.00. Last 195 times\n",
      "[ seed=568832 ] Get reward 171.00. Last 171 times\n",
      "[ PLAY ] Get reward 185.80.\n",
      "[ seed=34168 ] Get reward 174.00. Last 174 times\n",
      "[ seed=40083 ] Get reward 150.00. Last 150 times\n",
      "[ seed=307774 ] Get reward 166.00. Last 166 times\n",
      "[ seed=198161 ] Get reward 173.00. Last 173 times\n",
      "[ seed=513368 ] Get reward 169.00. Last 169 times\n",
      "[ PLAY ] Get reward 166.40.\n",
      "[ seed=574851 ] Get reward 170.00. Last 170 times\n",
      "[ seed=787167 ] Get reward 177.00. Last 177 times\n",
      "[ seed=338846 ] Get reward 183.00. Last 183 times\n",
      "[ seed=193369 ] Get reward 155.00. Last 155 times\n",
      "[ seed=354128 ] Get reward 180.00. Last 180 times\n",
      "[ PLAY ] Get reward 173.00.\n",
      "[ seed=156890 ] Get reward 159.00. Last 159 times\n",
      "[ seed=830387 ] Get reward 194.00. Last 194 times\n",
      "[ seed=161449 ] Get reward 200.00. Last 200 times\n",
      "[ seed=284928 ] Get reward 186.00. Last 186 times\n",
      "[ seed=985274 ] Get reward 177.00. Last 177 times\n",
      "[ PLAY ] Get reward 183.20.\n",
      "[ seed=558010 ] Get reward 199.00. Last 199 times\n",
      "[ seed=22989 ] Get reward 193.00. Last 193 times\n",
      "[ seed=339477 ] Get reward 176.00. Last 176 times\n",
      "[ seed=525769 ] Get reward 189.00. Last 189 times\n",
      "[ seed=344483 ] Get reward 152.00. Last 152 times\n",
      "[ PLAY ] Get reward 181.80.\n",
      "[ seed=937795 ] Get reward 195.00. Last 195 times\n",
      "[ seed=771644 ] Get reward 200.00. Last 200 times\n",
      "[ seed=802314 ] Get reward 190.00. Last 190 times\n",
      "[ seed=323529 ] Get reward 200.00. Last 200 times\n",
      "[ seed=700325 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.00.\n",
      "[ seed=829786 ] Get reward 200.00. Last 200 times\n",
      "[ seed=446774 ] Get reward 200.00. Last 200 times\n",
      "[ seed=754091 ] Get reward 200.00. Last 200 times\n",
      "[ seed=182111 ] Get reward 200.00. Last 200 times\n",
      "[ seed=334178 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=634995 ] Get reward 200.00. Last 200 times\n",
      "[ seed=971243 ] Get reward 200.00. Last 200 times\n",
      "[ seed=933254 ] Get reward 181.00. Last 181 times\n",
      "[ seed=558282 ] Get reward 189.00. Last 189 times\n",
      "[ seed=771771 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 194.00.\n",
      "[ seed=696117 ] Get reward 176.00. Last 176 times\n",
      "[ seed=955031 ] Get reward 156.00. Last 156 times\n",
      "[ seed=404190 ] Get reward 157.00. Last 157 times\n",
      "[ seed=560319 ] Get reward 154.00. Last 154 times\n",
      "[ seed=650210 ] Get reward 154.00. Last 154 times\n",
      "[ PLAY ] Get reward 159.40.\n",
      "[ seed=160239 ] Get reward 178.00. Last 178 times\n",
      "[ seed=12153 ] Get reward 164.00. Last 164 times\n",
      "[ seed=519414 ] Get reward 196.00. Last 196 times\n",
      "[ seed=713963 ] Get reward 176.00. Last 176 times\n",
      "[ seed=771616 ] Get reward 160.00. Last 160 times\n",
      "[ PLAY ] Get reward 174.80.\n",
      "[ seed=166380 ] Get reward 154.00. Last 154 times\n",
      "[ seed=252600 ] Get reward 200.00. Last 200 times\n",
      "[ seed=888507 ] Get reward 174.00. Last 174 times\n",
      "[ seed=516896 ] Get reward 194.00. Last 194 times\n",
      "[ seed=162331 ] Get reward 169.00. Last 169 times\n",
      "[ PLAY ] Get reward 178.20.\n",
      "[ seed=969382 ] Get reward 159.00. Last 159 times\n",
      "[ seed=882245 ] Get reward 155.00. Last 155 times\n",
      "[ seed=296186 ] Get reward 172.00. Last 172 times\n",
      "[ seed=271882 ] Get reward 145.00. Last 145 times\n",
      "[ seed=318913 ] Get reward 155.00. Last 155 times\n",
      "[ PLAY ] Get reward 157.20.\n",
      "[ seed=25002 ] Get reward 200.00. Last 200 times\n",
      "[ seed=990893 ] Get reward 200.00. Last 200 times\n",
      "[ seed=657953 ] Get reward 200.00. Last 200 times\n",
      "[ seed=113665 ] Get reward 200.00. Last 200 times\n",
      "[ seed=564654 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=443909 ] Get reward 200.00. Last 200 times\n",
      "[ seed=552435 ] Get reward 159.00. Last 159 times\n",
      "[ seed=482781 ] Get reward 171.00. Last 171 times\n",
      "[ seed=237510 ] Get reward 190.00. Last 190 times\n",
      "[ seed=341475 ] Get reward 188.00. Last 188 times\n",
      "[ PLAY ] Get reward 181.60.\n",
      "[ seed=13159 ] Get reward 200.00. Last 200 times\n",
      "[ seed=44570 ] Get reward 200.00. Last 200 times\n",
      "[ seed=485546 ] Get reward 200.00. Last 200 times\n",
      "[ seed=690868 ] Get reward 200.00. Last 200 times\n",
      "[ seed=654059 ] Get reward 188.00. Last 188 times\n",
      "[ PLAY ] Get reward 197.60.\n",
      "[ seed=195405 ] Get reward 184.00. Last 184 times\n",
      "[ seed=847899 ] Get reward 200.00. Last 200 times\n",
      "[ seed=76179 ] Get reward 185.00. Last 185 times\n",
      "[ seed=135990 ] Get reward 200.00. Last 200 times\n",
      "[ seed=156007 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 193.80.\n",
      "[ seed=389464 ] Get reward 200.00. Last 200 times\n",
      "[ seed=536266 ] Get reward 200.00. Last 200 times\n",
      "[ seed=745798 ] Get reward 200.00. Last 200 times\n",
      "[ seed=933779 ] Get reward 200.00. Last 200 times\n",
      "[ seed=775595 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=238142 ] Get reward 200.00. Last 200 times\n",
      "[ seed=186902 ] Get reward 200.00. Last 200 times\n",
      "[ seed=443174 ] Get reward 199.00. Last 199 times\n",
      "[ seed=588 ] Get reward 200.00. Last 200 times\n",
      "[ seed=185949 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.80.\n",
      "[ seed=396242 ] Get reward 197.00. Last 197 times\n",
      "[ seed=514485 ] Get reward 162.00. Last 162 times\n",
      "[ seed=432944 ] Get reward 177.00. Last 177 times\n",
      "[ seed=54042 ] Get reward 158.00. Last 158 times\n",
      "[ seed=319712 ] Get reward 185.00. Last 185 times\n",
      "[ PLAY ] Get reward 175.80.\n",
      "[ seed=150198 ] Get reward 186.00. Last 186 times\n",
      "[ seed=718193 ] Get reward 200.00. Last 200 times\n",
      "[ seed=599396 ] Get reward 196.00. Last 196 times\n",
      "[ seed=539521 ] Get reward 175.00. Last 175 times\n",
      "[ seed=604763 ] Get reward 187.00. Last 187 times\n",
      "[ PLAY ] Get reward 188.80.\n",
      "[ seed=256609 ] Get reward 185.00. Last 185 times\n",
      "[ seed=979271 ] Get reward 181.00. Last 181 times\n",
      "[ seed=256810 ] Get reward 200.00. Last 200 times\n",
      "[ seed=288008 ] Get reward 200.00. Last 200 times\n",
      "[ seed=6094 ] Get reward 154.00. Last 154 times\n",
      "[ PLAY ] Get reward 184.00.\n",
      "[ seed=258286 ] Get reward 200.00. Last 200 times\n",
      "[ seed=621218 ] Get reward 199.00. Last 199 times\n",
      "[ seed=165114 ] Get reward 200.00. Last 200 times\n",
      "[ seed=912118 ] Get reward 200.00. Last 200 times\n",
      "[ seed=764258 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.80.\n",
      "[ seed=317503 ] Get reward 200.00. Last 200 times\n",
      "[ seed=274453 ] Get reward 200.00. Last 200 times\n",
      "[ seed=72427 ] Get reward 200.00. Last 200 times\n",
      "[ seed=230034 ] Get reward 200.00. Last 200 times\n",
      "[ seed=637315 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=772333 ] Get reward 200.00. Last 200 times\n",
      "[ seed=408043 ] Get reward 200.00. Last 200 times\n",
      "[ seed=736244 ] Get reward 200.00. Last 200 times\n",
      "[ seed=30748 ] Get reward 182.00. Last 182 times\n",
      "[ seed=632099 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 196.40.\n",
      "[ seed=474821 ] Get reward 200.00. Last 200 times\n",
      "[ seed=521443 ] Get reward 200.00. Last 200 times\n",
      "[ seed=111196 ] Get reward 200.00. Last 200 times\n",
      "[ seed=749832 ] Get reward 200.00. Last 200 times\n",
      "[ seed=218577 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=183123 ] Get reward 200.00. Last 200 times\n",
      "[ seed=354500 ] Get reward 196.00. Last 196 times\n",
      "[ seed=981034 ] Get reward 179.00. Last 179 times\n",
      "[ seed=269183 ] Get reward 199.00. Last 199 times\n",
      "[ seed=819004 ] Get reward 182.00. Last 182 times\n",
      "[ PLAY ] Get reward 191.20.\n",
      "[ seed=836597 ] Get reward 200.00. Last 200 times\n",
      "[ seed=91843 ] Get reward 200.00. Last 200 times\n",
      "[ seed=975078 ] Get reward 200.00. Last 200 times\n",
      "[ seed=878644 ] Get reward 200.00. Last 200 times\n",
      "[ seed=472793 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=565107 ] Get reward 182.00. Last 182 times\n",
      "[ seed=178599 ] Get reward 163.00. Last 163 times\n",
      "[ seed=999857 ] Get reward 161.00. Last 161 times\n",
      "[ seed=110600 ] Get reward 175.00. Last 175 times\n",
      "[ seed=996325 ] Get reward 180.00. Last 180 times\n",
      "[ PLAY ] Get reward 172.20.\n",
      "[ seed=959848 ] Get reward 200.00. Last 200 times\n",
      "[ seed=123741 ] Get reward 200.00. Last 200 times\n",
      "[ seed=16455 ] Get reward 198.00. Last 198 times\n",
      "[ seed=972286 ] Get reward 200.00. Last 200 times\n",
      "[ seed=83768 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.60.\n",
      "[ seed=124591 ] Get reward 188.00. Last 188 times\n",
      "[ seed=596445 ] Get reward 200.00. Last 200 times\n",
      "[ seed=837297 ] Get reward 186.00. Last 186 times\n",
      "[ seed=868017 ] Get reward 179.00. Last 179 times\n",
      "[ seed=669782 ] Get reward 165.00. Last 165 times\n",
      "[ PLAY ] Get reward 183.60.\n",
      "[ seed=325685 ] Get reward 170.00. Last 170 times\n",
      "[ seed=907773 ] Get reward 165.00. Last 165 times\n",
      "[ seed=587576 ] Get reward 167.00. Last 167 times\n",
      "[ seed=851223 ] Get reward 153.00. Last 153 times\n",
      "[ seed=499247 ] Get reward 162.00. Last 162 times\n",
      "[ PLAY ] Get reward 163.40.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7629a3d9249e4c2a9efec52d24ad8c22",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/800 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ seed=236978 ] Get reward 11.00. Last 11 times\n",
      "[ seed=198216 ] Get reward 9.00. Last 9 times\n",
      "[ seed=785685 ] Get reward 11.00. Last 11 times\n",
      "[ seed=774124 ] Get reward 10.00. Last 10 times\n",
      "[ seed=68351 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=703930 ] Get reward 9.00. Last 9 times\n",
      "[ seed=135818 ] Get reward 9.00. Last 9 times\n",
      "[ seed=860570 ] Get reward 8.00. Last 8 times\n",
      "[ seed=400957 ] Get reward 9.00. Last 9 times\n",
      "[ seed=446739 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 8.80.\n",
      "[ seed=82932 ] Get reward 8.00. Last 8 times\n",
      "[ seed=99073 ] Get reward 8.00. Last 8 times\n",
      "[ seed=640319 ] Get reward 10.00. Last 10 times\n",
      "[ seed=113549 ] Get reward 10.00. Last 10 times\n",
      "[ seed=311696 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.20.\n",
      "[ seed=883305 ] Get reward 10.00. Last 10 times\n",
      "[ seed=800942 ] Get reward 10.00. Last 10 times\n",
      "[ seed=541285 ] Get reward 10.00. Last 10 times\n",
      "[ seed=608056 ] Get reward 9.00. Last 9 times\n",
      "[ seed=225427 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=213808 ] Get reward 9.00. Last 9 times\n",
      "[ seed=984352 ] Get reward 9.00. Last 9 times\n",
      "[ seed=367197 ] Get reward 10.00. Last 10 times\n",
      "[ seed=952472 ] Get reward 11.00. Last 11 times\n",
      "[ seed=22185 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.80.\n",
      "[ seed=589429 ] Get reward 10.00. Last 10 times\n",
      "[ seed=164842 ] Get reward 9.00. Last 9 times\n",
      "[ seed=964370 ] Get reward 9.00. Last 9 times\n",
      "[ seed=479388 ] Get reward 10.00. Last 10 times\n",
      "[ seed=195193 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=902932 ] Get reward 8.00. Last 8 times\n",
      "[ seed=732134 ] Get reward 8.00. Last 8 times\n",
      "[ seed=401812 ] Get reward 9.00. Last 9 times\n",
      "[ seed=963171 ] Get reward 9.00. Last 9 times\n",
      "[ seed=300451 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 8.60.\n",
      "[ seed=792188 ] Get reward 10.00. Last 10 times\n",
      "[ seed=453238 ] Get reward 9.00. Last 9 times\n",
      "[ seed=188812 ] Get reward 10.00. Last 10 times\n",
      "[ seed=66408 ] Get reward 9.00. Last 9 times\n",
      "[ seed=975285 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=395072 ] Get reward 9.00. Last 9 times\n",
      "[ seed=613765 ] Get reward 11.00. Last 11 times\n",
      "[ seed=847677 ] Get reward 11.00. Last 11 times\n",
      "[ seed=652692 ] Get reward 8.00. Last 8 times\n",
      "[ seed=59198 ] Get reward 9.00. Last 9 times\n",
      "[ PLAY ] Get reward 9.60.\n",
      "[ seed=29646 ] Get reward 10.00. Last 10 times\n",
      "[ seed=504499 ] Get reward 9.00. Last 9 times\n",
      "[ seed=41658 ] Get reward 8.00. Last 8 times\n",
      "[ seed=416497 ] Get reward 10.00. Last 10 times\n",
      "[ seed=639751 ] Get reward 10.00. Last 10 times\n",
      "[ PLAY ] Get reward 9.40.\n",
      "[ seed=846654 ] Get reward 10.00. Last 10 times\n",
      "[ seed=679745 ] Get reward 10.00. Last 10 times\n",
      "[ seed=484252 ] Get reward 10.00. Last 10 times\n",
      "[ seed=80977 ] Get reward 9.00. Last 9 times\n",
      "[ seed=763200 ] Get reward 11.00. Last 11 times\n",
      "[ PLAY ] Get reward 10.00.\n",
      "[ seed=839793 ] Get reward 9.00. Last 9 times\n",
      "[ seed=415352 ] Get reward 13.00. Last 13 times\n",
      "[ seed=866546 ] Get reward 10.00. Last 10 times\n",
      "[ seed=408219 ] Get reward 9.00. Last 9 times\n",
      "[ seed=536124 ] Get reward 11.00. Last 11 times\n",
      "[ PLAY ] Get reward 10.40.\n",
      "[ seed=459458 ] Get reward 14.00. Last 14 times\n",
      "[ seed=938789 ] Get reward 11.00. Last 11 times\n",
      "[ seed=368516 ] Get reward 13.00. Last 13 times\n",
      "[ seed=827648 ] Get reward 13.00. Last 13 times\n",
      "[ seed=591096 ] Get reward 14.00. Last 14 times\n",
      "[ PLAY ] Get reward 13.00.\n",
      "[ seed=484775 ] Get reward 13.00. Last 13 times\n",
      "[ seed=924977 ] Get reward 15.00. Last 15 times\n",
      "[ seed=205412 ] Get reward 12.00. Last 12 times\n",
      "[ seed=546044 ] Get reward 11.00. Last 11 times\n",
      "[ seed=23121 ] Get reward 14.00. Last 14 times\n",
      "[ PLAY ] Get reward 13.00.\n",
      "[ seed=555663 ] Get reward 13.00. Last 13 times\n",
      "[ seed=755197 ] Get reward 16.00. Last 16 times\n",
      "[ seed=939919 ] Get reward 16.00. Last 16 times\n",
      "[ seed=187486 ] Get reward 14.00. Last 14 times\n",
      "[ seed=82025 ] Get reward 15.00. Last 15 times\n",
      "[ PLAY ] Get reward 14.80.\n",
      "[ seed=353501 ] Get reward 19.00. Last 19 times\n",
      "[ seed=283277 ] Get reward 12.00. Last 12 times\n",
      "[ seed=815874 ] Get reward 14.00. Last 14 times\n",
      "[ seed=138194 ] Get reward 13.00. Last 13 times\n",
      "[ seed=661280 ] Get reward 19.00. Last 19 times\n",
      "[ PLAY ] Get reward 15.40.\n",
      "[ seed=343 ] Get reward 19.00. Last 19 times\n",
      "[ seed=906674 ] Get reward 18.00. Last 18 times\n",
      "[ seed=132163 ] Get reward 17.00. Last 17 times\n",
      "[ seed=457211 ] Get reward 18.00. Last 18 times\n",
      "[ seed=429803 ] Get reward 20.00. Last 20 times\n",
      "[ PLAY ] Get reward 18.40.\n",
      "[ seed=11692 ] Get reward 20.00. Last 20 times\n",
      "[ seed=205826 ] Get reward 24.00. Last 24 times\n",
      "[ seed=502037 ] Get reward 21.00. Last 21 times\n",
      "[ seed=422502 ] Get reward 26.00. Last 26 times\n",
      "[ seed=252823 ] Get reward 19.00. Last 19 times\n",
      "[ PLAY ] Get reward 22.00.\n",
      "[ seed=416692 ] Get reward 20.00. Last 20 times\n",
      "[ seed=361429 ] Get reward 24.00. Last 24 times\n",
      "[ seed=755886 ] Get reward 19.00. Last 19 times\n",
      "[ seed=245137 ] Get reward 21.00. Last 21 times\n",
      "[ seed=492029 ] Get reward 20.00. Last 20 times\n",
      "[ PLAY ] Get reward 20.80.\n",
      "[ seed=128248 ] Get reward 27.00. Last 27 times\n",
      "[ seed=48398 ] Get reward 30.00. Last 30 times\n",
      "[ seed=667614 ] Get reward 29.00. Last 29 times\n",
      "[ seed=880691 ] Get reward 26.00. Last 26 times\n",
      "[ seed=127311 ] Get reward 26.00. Last 26 times\n",
      "[ PLAY ] Get reward 27.60.\n",
      "[ seed=142572 ] Get reward 71.00. Last 71 times\n",
      "[ seed=550899 ] Get reward 66.00. Last 66 times\n",
      "[ seed=520409 ] Get reward 64.00. Last 64 times\n",
      "[ seed=314740 ] Get reward 42.00. Last 42 times\n",
      "[ seed=894767 ] Get reward 66.00. Last 66 times\n",
      "[ PLAY ] Get reward 61.80.\n",
      "[ seed=367698 ] Get reward 78.00. Last 78 times\n",
      "[ seed=42920 ] Get reward 84.00. Last 84 times\n",
      "[ seed=318077 ] Get reward 68.00. Last 68 times\n",
      "[ seed=918379 ] Get reward 74.00. Last 74 times\n",
      "[ seed=281536 ] Get reward 78.00. Last 78 times\n",
      "[ PLAY ] Get reward 76.40.\n",
      "[ seed=33011 ] Get reward 104.00. Last 104 times\n",
      "[ seed=483220 ] Get reward 93.00. Last 93 times\n",
      "[ seed=582087 ] Get reward 99.00. Last 99 times\n",
      "[ seed=523247 ] Get reward 98.00. Last 98 times\n",
      "[ seed=551940 ] Get reward 84.00. Last 84 times\n",
      "[ PLAY ] Get reward 95.60.\n",
      "[ seed=716105 ] Get reward 124.00. Last 124 times\n",
      "[ seed=589036 ] Get reward 103.00. Last 103 times\n",
      "[ seed=45066 ] Get reward 111.00. Last 111 times\n",
      "[ seed=420096 ] Get reward 100.00. Last 100 times\n",
      "[ seed=755915 ] Get reward 102.00. Last 102 times\n",
      "[ PLAY ] Get reward 108.00.\n",
      "[ seed=813027 ] Get reward 118.00. Last 118 times\n",
      "[ seed=649381 ] Get reward 120.00. Last 120 times\n",
      "[ seed=782848 ] Get reward 131.00. Last 131 times\n",
      "[ seed=113978 ] Get reward 119.00. Last 119 times\n",
      "[ seed=683785 ] Get reward 113.00. Last 113 times\n",
      "[ PLAY ] Get reward 120.20.\n",
      "[ seed=696570 ] Get reward 123.00. Last 123 times\n",
      "[ seed=178355 ] Get reward 124.00. Last 124 times\n",
      "[ seed=244713 ] Get reward 120.00. Last 120 times\n",
      "[ seed=274321 ] Get reward 127.00. Last 127 times\n",
      "[ seed=63476 ] Get reward 128.00. Last 128 times\n",
      "[ PLAY ] Get reward 124.40.\n",
      "[ seed=428749 ] Get reward 109.00. Last 109 times\n",
      "[ seed=243343 ] Get reward 128.00. Last 128 times\n",
      "[ seed=498626 ] Get reward 110.00. Last 110 times\n",
      "[ seed=606546 ] Get reward 124.00. Last 124 times\n",
      "[ seed=338767 ] Get reward 111.00. Last 111 times\n",
      "[ PLAY ] Get reward 116.40.\n",
      "[ seed=840396 ] Get reward 137.00. Last 137 times\n",
      "[ seed=264970 ] Get reward 126.00. Last 126 times\n",
      "[ seed=167470 ] Get reward 152.00. Last 152 times\n",
      "[ seed=405799 ] Get reward 127.00. Last 127 times\n",
      "[ seed=356569 ] Get reward 123.00. Last 123 times\n",
      "[ PLAY ] Get reward 133.00.\n",
      "[ seed=649604 ] Get reward 129.00. Last 129 times\n",
      "[ seed=972700 ] Get reward 132.00. Last 132 times\n",
      "[ seed=413093 ] Get reward 148.00. Last 148 times\n",
      "[ seed=750797 ] Get reward 132.00. Last 132 times\n",
      "[ seed=313089 ] Get reward 139.00. Last 139 times\n",
      "[ PLAY ] Get reward 136.00.\n",
      "[ seed=882656 ] Get reward 200.00. Last 200 times\n",
      "[ seed=975171 ] Get reward 200.00. Last 200 times\n",
      "[ seed=404718 ] Get reward 200.00. Last 200 times\n",
      "[ seed=692839 ] Get reward 200.00. Last 200 times\n",
      "[ seed=618882 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=266820 ] Get reward 200.00. Last 200 times\n",
      "[ seed=928909 ] Get reward 200.00. Last 200 times\n",
      "[ seed=612816 ] Get reward 200.00. Last 200 times\n",
      "[ seed=821158 ] Get reward 200.00. Last 200 times\n",
      "[ seed=410252 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=780846 ] Get reward 200.00. Last 200 times\n",
      "[ seed=337725 ] Get reward 200.00. Last 200 times\n",
      "[ seed=807245 ] Get reward 200.00. Last 200 times\n",
      "[ seed=385442 ] Get reward 200.00. Last 200 times\n",
      "[ seed=916997 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=556244 ] Get reward 200.00. Last 200 times\n",
      "[ seed=577559 ] Get reward 200.00. Last 200 times\n",
      "[ seed=508860 ] Get reward 200.00. Last 200 times\n",
      "[ seed=703950 ] Get reward 200.00. Last 200 times\n",
      "[ seed=575068 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=376334 ] Get reward 200.00. Last 200 times\n",
      "[ seed=662140 ] Get reward 200.00. Last 200 times\n",
      "[ seed=791899 ] Get reward 200.00. Last 200 times\n",
      "[ seed=237818 ] Get reward 200.00. Last 200 times\n",
      "[ seed=167944 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=538972 ] Get reward 140.00. Last 140 times\n",
      "[ seed=490187 ] Get reward 147.00. Last 147 times\n",
      "[ seed=685883 ] Get reward 150.00. Last 150 times\n",
      "[ seed=609604 ] Get reward 145.00. Last 145 times\n",
      "[ seed=888902 ] Get reward 146.00. Last 146 times\n",
      "[ PLAY ] Get reward 145.60.\n",
      "[ seed=665265 ] Get reward 128.00. Last 128 times\n",
      "[ seed=581591 ] Get reward 121.00. Last 121 times\n",
      "[ seed=304881 ] Get reward 131.00. Last 131 times\n",
      "[ seed=305994 ] Get reward 128.00. Last 128 times\n",
      "[ seed=897544 ] Get reward 129.00. Last 129 times\n",
      "[ PLAY ] Get reward 127.40.\n",
      "[ seed=521825 ] Get reward 155.00. Last 155 times\n",
      "[ seed=961720 ] Get reward 145.00. Last 145 times\n",
      "[ seed=337374 ] Get reward 153.00. Last 153 times\n",
      "[ seed=980244 ] Get reward 143.00. Last 143 times\n",
      "[ seed=355457 ] Get reward 159.00. Last 159 times\n",
      "[ PLAY ] Get reward 151.00.\n",
      "[ seed=848846 ] Get reward 200.00. Last 200 times\n",
      "[ seed=797999 ] Get reward 200.00. Last 200 times\n",
      "[ seed=369215 ] Get reward 200.00. Last 200 times\n",
      "[ seed=491598 ] Get reward 200.00. Last 200 times\n",
      "[ seed=747421 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=320022 ] Get reward 200.00. Last 200 times\n",
      "[ seed=28790 ] Get reward 200.00. Last 200 times\n",
      "[ seed=866393 ] Get reward 200.00. Last 200 times\n",
      "[ seed=565515 ] Get reward 200.00. Last 200 times\n",
      "[ seed=612598 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=358416 ] Get reward 200.00. Last 200 times\n",
      "[ seed=36411 ] Get reward 200.00. Last 200 times\n",
      "[ seed=883903 ] Get reward 200.00. Last 200 times\n",
      "[ seed=265604 ] Get reward 200.00. Last 200 times\n",
      "[ seed=640540 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=923737 ] Get reward 200.00. Last 200 times\n",
      "[ seed=66398 ] Get reward 200.00. Last 200 times\n",
      "[ seed=577858 ] Get reward 200.00. Last 200 times\n",
      "[ seed=843006 ] Get reward 200.00. Last 200 times\n",
      "[ seed=641424 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=410858 ] Get reward 200.00. Last 200 times\n",
      "[ seed=318348 ] Get reward 200.00. Last 200 times\n",
      "[ seed=709819 ] Get reward 200.00. Last 200 times\n",
      "[ seed=582470 ] Get reward 200.00. Last 200 times\n",
      "[ seed=619566 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=456561 ] Get reward 200.00. Last 200 times\n",
      "[ seed=165759 ] Get reward 200.00. Last 200 times\n",
      "[ seed=669247 ] Get reward 200.00. Last 200 times\n",
      "[ seed=798947 ] Get reward 200.00. Last 200 times\n",
      "[ seed=398407 ] Get reward 190.00. Last 190 times\n",
      "[ PLAY ] Get reward 198.00.\n",
      "[ seed=593655 ] Get reward 155.00. Last 155 times\n",
      "[ seed=267548 ] Get reward 161.00. Last 161 times\n",
      "[ seed=158509 ] Get reward 162.00. Last 162 times\n",
      "[ seed=816553 ] Get reward 161.00. Last 161 times\n",
      "[ seed=550804 ] Get reward 167.00. Last 167 times\n",
      "[ PLAY ] Get reward 161.20.\n",
      "[ seed=799890 ] Get reward 150.00. Last 150 times\n",
      "[ seed=210293 ] Get reward 143.00. Last 143 times\n",
      "[ seed=550511 ] Get reward 169.00. Last 169 times\n",
      "[ seed=450582 ] Get reward 183.00. Last 183 times\n",
      "[ seed=806588 ] Get reward 195.00. Last 195 times\n",
      "[ PLAY ] Get reward 168.00.\n",
      "[ seed=383628 ] Get reward 178.00. Last 178 times\n",
      "[ seed=44795 ] Get reward 191.00. Last 191 times\n",
      "[ seed=911304 ] Get reward 150.00. Last 150 times\n",
      "[ seed=489428 ] Get reward 165.00. Last 165 times\n",
      "[ seed=49857 ] Get reward 198.00. Last 198 times\n",
      "[ PLAY ] Get reward 176.40.\n",
      "[ seed=375684 ] Get reward 197.00. Last 197 times\n",
      "[ seed=181937 ] Get reward 200.00. Last 200 times\n",
      "[ seed=472525 ] Get reward 200.00. Last 200 times\n",
      "[ seed=146375 ] Get reward 200.00. Last 200 times\n",
      "[ seed=638329 ] Get reward 177.00. Last 177 times\n",
      "[ PLAY ] Get reward 194.80.\n",
      "[ seed=632049 ] Get reward 200.00. Last 200 times\n",
      "[ seed=275299 ] Get reward 200.00. Last 200 times\n",
      "[ seed=495544 ] Get reward 200.00. Last 200 times\n",
      "[ seed=849857 ] Get reward 200.00. Last 200 times\n",
      "[ seed=147822 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=392566 ] Get reward 200.00. Last 200 times\n",
      "[ seed=377477 ] Get reward 200.00. Last 200 times\n",
      "[ seed=145102 ] Get reward 200.00. Last 200 times\n",
      "[ seed=889101 ] Get reward 200.00. Last 200 times\n",
      "[ seed=564384 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=631350 ] Get reward 200.00. Last 200 times\n",
      "[ seed=102402 ] Get reward 200.00. Last 200 times\n",
      "[ seed=284030 ] Get reward 200.00. Last 200 times\n",
      "[ seed=122102 ] Get reward 200.00. Last 200 times\n",
      "[ seed=868456 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=419093 ] Get reward 200.00. Last 200 times\n",
      "[ seed=885106 ] Get reward 200.00. Last 200 times\n",
      "[ seed=927385 ] Get reward 200.00. Last 200 times\n",
      "[ seed=599673 ] Get reward 200.00. Last 200 times\n",
      "[ seed=269997 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=937568 ] Get reward 200.00. Last 200 times\n",
      "[ seed=324823 ] Get reward 200.00. Last 200 times\n",
      "[ seed=375643 ] Get reward 200.00. Last 200 times\n",
      "[ seed=227136 ] Get reward 200.00. Last 200 times\n",
      "[ seed=297679 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=16019 ] Get reward 200.00. Last 200 times\n",
      "[ seed=69895 ] Get reward 200.00. Last 200 times\n",
      "[ seed=75259 ] Get reward 200.00. Last 200 times\n",
      "[ seed=879455 ] Get reward 200.00. Last 200 times\n",
      "[ seed=862831 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=969638 ] Get reward 200.00. Last 200 times\n",
      "[ seed=134044 ] Get reward 200.00. Last 200 times\n",
      "[ seed=146670 ] Get reward 200.00. Last 200 times\n",
      "[ seed=556829 ] Get reward 200.00. Last 200 times\n",
      "[ seed=678585 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=668950 ] Get reward 200.00. Last 200 times\n",
      "[ seed=755941 ] Get reward 200.00. Last 200 times\n",
      "[ seed=125144 ] Get reward 200.00. Last 200 times\n",
      "[ seed=880021 ] Get reward 200.00. Last 200 times\n",
      "[ seed=497814 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=80716 ] Get reward 200.00. Last 200 times\n",
      "[ seed=174969 ] Get reward 200.00. Last 200 times\n",
      "[ seed=437095 ] Get reward 200.00. Last 200 times\n",
      "[ seed=820792 ] Get reward 200.00. Last 200 times\n",
      "[ seed=970736 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=864687 ] Get reward 200.00. Last 200 times\n",
      "[ seed=114243 ] Get reward 200.00. Last 200 times\n",
      "[ seed=303275 ] Get reward 200.00. Last 200 times\n",
      "[ seed=899292 ] Get reward 200.00. Last 200 times\n",
      "[ seed=208861 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=451372 ] Get reward 200.00. Last 200 times\n",
      "[ seed=845739 ] Get reward 200.00. Last 200 times\n",
      "[ seed=629106 ] Get reward 200.00. Last 200 times\n",
      "[ seed=980558 ] Get reward 200.00. Last 200 times\n",
      "[ seed=349364 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=609452 ] Get reward 200.00. Last 200 times\n",
      "[ seed=403920 ] Get reward 200.00. Last 200 times\n",
      "[ seed=806774 ] Get reward 200.00. Last 200 times\n",
      "[ seed=642635 ] Get reward 200.00. Last 200 times\n",
      "[ seed=582882 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=117163 ] Get reward 200.00. Last 200 times\n",
      "[ seed=712013 ] Get reward 200.00. Last 200 times\n",
      "[ seed=935349 ] Get reward 200.00. Last 200 times\n",
      "[ seed=391300 ] Get reward 200.00. Last 200 times\n",
      "[ seed=770559 ] Get reward 193.00. Last 193 times\n",
      "[ PLAY ] Get reward 198.60.\n",
      "[ seed=331146 ] Get reward 200.00. Last 200 times\n",
      "[ seed=926769 ] Get reward 200.00. Last 200 times\n",
      "[ seed=752753 ] Get reward 200.00. Last 200 times\n",
      "[ seed=781092 ] Get reward 200.00. Last 200 times\n",
      "[ seed=646052 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=462635 ] Get reward 200.00. Last 200 times\n",
      "[ seed=707530 ] Get reward 200.00. Last 200 times\n",
      "[ seed=253817 ] Get reward 200.00. Last 200 times\n",
      "[ seed=871739 ] Get reward 200.00. Last 200 times\n",
      "[ seed=779007 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=759790 ] Get reward 200.00. Last 200 times\n",
      "[ seed=247795 ] Get reward 200.00. Last 200 times\n",
      "[ seed=249656 ] Get reward 200.00. Last 200 times\n",
      "[ seed=850374 ] Get reward 200.00. Last 200 times\n",
      "[ seed=24894 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=431588 ] Get reward 200.00. Last 200 times\n",
      "[ seed=368871 ] Get reward 200.00. Last 200 times\n",
      "[ seed=1711 ] Get reward 200.00. Last 200 times\n",
      "[ seed=613154 ] Get reward 200.00. Last 200 times\n",
      "[ seed=182117 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=457221 ] Get reward 200.00. Last 200 times\n",
      "[ seed=869174 ] Get reward 200.00. Last 200 times\n",
      "[ seed=258973 ] Get reward 200.00. Last 200 times\n",
      "[ seed=642466 ] Get reward 200.00. Last 200 times\n",
      "[ seed=297670 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=605850 ] Get reward 200.00. Last 200 times\n",
      "[ seed=778197 ] Get reward 200.00. Last 200 times\n",
      "[ seed=151635 ] Get reward 200.00. Last 200 times\n",
      "[ seed=881677 ] Get reward 200.00. Last 200 times\n",
      "[ seed=912476 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=409015 ] Get reward 200.00. Last 200 times\n",
      "[ seed=501746 ] Get reward 200.00. Last 200 times\n",
      "[ seed=19104 ] Get reward 200.00. Last 200 times\n",
      "[ seed=106620 ] Get reward 200.00. Last 200 times\n",
      "[ seed=757696 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=796125 ] Get reward 200.00. Last 200 times\n",
      "[ seed=578778 ] Get reward 200.00. Last 200 times\n",
      "[ seed=347989 ] Get reward 200.00. Last 200 times\n",
      "[ seed=995965 ] Get reward 200.00. Last 200 times\n",
      "[ seed=245234 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=542588 ] Get reward 200.00. Last 200 times\n",
      "[ seed=514414 ] Get reward 200.00. Last 200 times\n",
      "[ seed=982970 ] Get reward 200.00. Last 200 times\n",
      "[ seed=316097 ] Get reward 200.00. Last 200 times\n",
      "[ seed=520756 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=467269 ] Get reward 200.00. Last 200 times\n",
      "[ seed=660975 ] Get reward 200.00. Last 200 times\n",
      "[ seed=831536 ] Get reward 200.00. Last 200 times\n",
      "[ seed=886514 ] Get reward 200.00. Last 200 times\n",
      "[ seed=234709 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=226853 ] Get reward 200.00. Last 200 times\n",
      "[ seed=814001 ] Get reward 200.00. Last 200 times\n",
      "[ seed=961690 ] Get reward 200.00. Last 200 times\n",
      "[ seed=728006 ] Get reward 200.00. Last 200 times\n",
      "[ seed=490908 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=156945 ] Get reward 200.00. Last 200 times\n",
      "[ seed=583963 ] Get reward 200.00. Last 200 times\n",
      "[ seed=183216 ] Get reward 200.00. Last 200 times\n",
      "[ seed=632292 ] Get reward 200.00. Last 200 times\n",
      "[ seed=818285 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=478893 ] Get reward 200.00. Last 200 times\n",
      "[ seed=629522 ] Get reward 200.00. Last 200 times\n",
      "[ seed=301216 ] Get reward 200.00. Last 200 times\n",
      "[ seed=626337 ] Get reward 200.00. Last 200 times\n",
      "[ seed=332575 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=687413 ] Get reward 200.00. Last 200 times\n",
      "[ seed=985332 ] Get reward 200.00. Last 200 times\n",
      "[ seed=68591 ] Get reward 200.00. Last 200 times\n",
      "[ seed=383887 ] Get reward 200.00. Last 200 times\n",
      "[ seed=561904 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=506938 ] Get reward 190.00. Last 190 times\n",
      "[ seed=505657 ] Get reward 183.00. Last 183 times\n",
      "[ seed=176341 ] Get reward 200.00. Last 200 times\n",
      "[ seed=376499 ] Get reward 200.00. Last 200 times\n",
      "[ seed=442908 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 194.60.\n",
      "[ seed=77488 ] Get reward 200.00. Last 200 times\n",
      "[ seed=227548 ] Get reward 200.00. Last 200 times\n",
      "[ seed=631180 ] Get reward 198.00. Last 198 times\n",
      "[ seed=437287 ] Get reward 200.00. Last 200 times\n",
      "[ seed=313431 ] Get reward 182.00. Last 182 times\n",
      "[ PLAY ] Get reward 196.00.\n",
      "[ seed=978833 ] Get reward 200.00. Last 200 times\n",
      "[ seed=791432 ] Get reward 200.00. Last 200 times\n",
      "[ seed=828702 ] Get reward 200.00. Last 200 times\n",
      "[ seed=508317 ] Get reward 200.00. Last 200 times\n",
      "[ seed=171773 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=196136 ] Get reward 200.00. Last 200 times\n",
      "[ seed=342529 ] Get reward 200.00. Last 200 times\n",
      "[ seed=228903 ] Get reward 200.00. Last 200 times\n",
      "[ seed=216880 ] Get reward 200.00. Last 200 times\n",
      "[ seed=867098 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=646088 ] Get reward 200.00. Last 200 times\n",
      "[ seed=214012 ] Get reward 200.00. Last 200 times\n",
      "[ seed=658784 ] Get reward 200.00. Last 200 times\n",
      "[ seed=763850 ] Get reward 200.00. Last 200 times\n",
      "[ seed=910077 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=883904 ] Get reward 200.00. Last 200 times\n",
      "[ seed=763987 ] Get reward 200.00. Last 200 times\n",
      "[ seed=40100 ] Get reward 200.00. Last 200 times\n",
      "[ seed=216106 ] Get reward 200.00. Last 200 times\n",
      "[ seed=1808 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=20074 ] Get reward 200.00. Last 200 times\n",
      "[ seed=549347 ] Get reward 200.00. Last 200 times\n",
      "[ seed=510907 ] Get reward 200.00. Last 200 times\n",
      "[ seed=246210 ] Get reward 200.00. Last 200 times\n",
      "[ seed=449009 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=287148 ] Get reward 200.00. Last 200 times\n",
      "[ seed=399236 ] Get reward 200.00. Last 200 times\n",
      "[ seed=155948 ] Get reward 200.00. Last 200 times\n",
      "[ seed=270371 ] Get reward 200.00. Last 200 times\n",
      "[ seed=29230 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=223821 ] Get reward 200.00. Last 200 times\n",
      "[ seed=360463 ] Get reward 200.00. Last 200 times\n",
      "[ seed=11917 ] Get reward 200.00. Last 200 times\n",
      "[ seed=278187 ] Get reward 200.00. Last 200 times\n",
      "[ seed=861440 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=60152 ] Get reward 200.00. Last 200 times\n",
      "[ seed=274019 ] Get reward 197.00. Last 197 times\n",
      "[ seed=210136 ] Get reward 200.00. Last 200 times\n",
      "[ seed=758933 ] Get reward 200.00. Last 200 times\n",
      "[ seed=538994 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.40.\n",
      "[ seed=955120 ] Get reward 200.00. Last 200 times\n",
      "[ seed=803891 ] Get reward 191.00. Last 191 times\n",
      "[ seed=743790 ] Get reward 200.00. Last 200 times\n",
      "[ seed=636071 ] Get reward 200.00. Last 200 times\n",
      "[ seed=951067 ] Get reward 170.00. Last 170 times\n",
      "[ PLAY ] Get reward 192.20.\n",
      "[ seed=859233 ] Get reward 200.00. Last 200 times\n",
      "[ seed=969391 ] Get reward 191.00. Last 191 times\n",
      "[ seed=797239 ] Get reward 197.00. Last 197 times\n",
      "[ seed=903400 ] Get reward 200.00. Last 200 times\n",
      "[ seed=875129 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.60.\n",
      "[ seed=800381 ] Get reward 200.00. Last 200 times\n",
      "[ seed=667232 ] Get reward 200.00. Last 200 times\n",
      "[ seed=926232 ] Get reward 200.00. Last 200 times\n",
      "[ seed=329553 ] Get reward 200.00. Last 200 times\n",
      "[ seed=113607 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=462779 ] Get reward 200.00. Last 200 times\n",
      "[ seed=622895 ] Get reward 200.00. Last 200 times\n",
      "[ seed=519302 ] Get reward 200.00. Last 200 times\n",
      "[ seed=500507 ] Get reward 200.00. Last 200 times\n",
      "[ seed=361217 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=543971 ] Get reward 200.00. Last 200 times\n",
      "[ seed=57971 ] Get reward 200.00. Last 200 times\n",
      "[ seed=464837 ] Get reward 200.00. Last 200 times\n",
      "[ seed=100736 ] Get reward 200.00. Last 200 times\n",
      "[ seed=727784 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=605039 ] Get reward 200.00. Last 200 times\n",
      "[ seed=202375 ] Get reward 200.00. Last 200 times\n",
      "[ seed=511858 ] Get reward 200.00. Last 200 times\n",
      "[ seed=922866 ] Get reward 200.00. Last 200 times\n",
      "[ seed=55225 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=203892 ] Get reward 200.00. Last 200 times\n",
      "[ seed=415601 ] Get reward 200.00. Last 200 times\n",
      "[ seed=948549 ] Get reward 200.00. Last 200 times\n",
      "[ seed=817948 ] Get reward 200.00. Last 200 times\n",
      "[ seed=44691 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=176704 ] Get reward 200.00. Last 200 times\n",
      "[ seed=284879 ] Get reward 200.00. Last 200 times\n",
      "[ seed=774848 ] Get reward 200.00. Last 200 times\n",
      "[ seed=330730 ] Get reward 200.00. Last 200 times\n",
      "[ seed=206068 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=200717 ] Get reward 200.00. Last 200 times\n",
      "[ seed=508924 ] Get reward 200.00. Last 200 times\n",
      "[ seed=169249 ] Get reward 200.00. Last 200 times\n",
      "[ seed=466963 ] Get reward 200.00. Last 200 times\n",
      "[ seed=437025 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=642809 ] Get reward 200.00. Last 200 times\n",
      "[ seed=776878 ] Get reward 200.00. Last 200 times\n",
      "[ seed=611146 ] Get reward 200.00. Last 200 times\n",
      "[ seed=44512 ] Get reward 200.00. Last 200 times\n",
      "[ seed=32416 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=710257 ] Get reward 200.00. Last 200 times\n",
      "[ seed=143755 ] Get reward 200.00. Last 200 times\n",
      "[ seed=185248 ] Get reward 200.00. Last 200 times\n",
      "[ seed=957476 ] Get reward 200.00. Last 200 times\n",
      "[ seed=388405 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=498314 ] Get reward 200.00. Last 200 times\n",
      "[ seed=847541 ] Get reward 200.00. Last 200 times\n",
      "[ seed=71512 ] Get reward 200.00. Last 200 times\n",
      "[ seed=957450 ] Get reward 200.00. Last 200 times\n",
      "[ seed=616462 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=363982 ] Get reward 200.00. Last 200 times\n",
      "[ seed=596481 ] Get reward 200.00. Last 200 times\n",
      "[ seed=30890 ] Get reward 200.00. Last 200 times\n",
      "[ seed=849999 ] Get reward 200.00. Last 200 times\n",
      "[ seed=360348 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=116071 ] Get reward 200.00. Last 200 times\n",
      "[ seed=292899 ] Get reward 200.00. Last 200 times\n",
      "[ seed=302798 ] Get reward 200.00. Last 200 times\n",
      "[ seed=402402 ] Get reward 200.00. Last 200 times\n",
      "[ seed=358588 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=516401 ] Get reward 200.00. Last 200 times\n",
      "[ seed=198059 ] Get reward 200.00. Last 200 times\n",
      "[ seed=797978 ] Get reward 186.00. Last 186 times\n",
      "[ seed=944343 ] Get reward 200.00. Last 200 times\n",
      "[ seed=925766 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 197.20.\n",
      "[ seed=684495 ] Get reward 200.00. Last 200 times\n",
      "[ seed=116084 ] Get reward 200.00. Last 200 times\n",
      "[ seed=10896 ] Get reward 200.00. Last 200 times\n",
      "[ seed=620903 ] Get reward 200.00. Last 200 times\n",
      "[ seed=969095 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=268466 ] Get reward 200.00. Last 200 times\n",
      "[ seed=231282 ] Get reward 200.00. Last 200 times\n",
      "[ seed=121382 ] Get reward 200.00. Last 200 times\n",
      "[ seed=36929 ] Get reward 200.00. Last 200 times\n",
      "[ seed=418409 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=816381 ] Get reward 200.00. Last 200 times\n",
      "[ seed=3110 ] Get reward 200.00. Last 200 times\n",
      "[ seed=684452 ] Get reward 200.00. Last 200 times\n",
      "[ seed=340608 ] Get reward 200.00. Last 200 times\n",
      "[ seed=250393 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=368363 ] Get reward 196.00. Last 196 times\n",
      "[ seed=353142 ] Get reward 200.00. Last 200 times\n",
      "[ seed=108121 ] Get reward 194.00. Last 194 times\n",
      "[ seed=841536 ] Get reward 200.00. Last 200 times\n",
      "[ seed=86934 ] Get reward 188.00. Last 188 times\n",
      "[ PLAY ] Get reward 195.60.\n",
      "[ seed=788271 ] Get reward 200.00. Last 200 times\n",
      "[ seed=479231 ] Get reward 200.00. Last 200 times\n",
      "[ seed=638240 ] Get reward 200.00. Last 200 times\n",
      "[ seed=515747 ] Get reward 200.00. Last 200 times\n",
      "[ seed=522546 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=701448 ] Get reward 200.00. Last 200 times\n",
      "[ seed=354186 ] Get reward 200.00. Last 200 times\n",
      "[ seed=256854 ] Get reward 200.00. Last 200 times\n",
      "[ seed=962955 ] Get reward 200.00. Last 200 times\n",
      "[ seed=528587 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=536245 ] Get reward 200.00. Last 200 times\n",
      "[ seed=259691 ] Get reward 200.00. Last 200 times\n",
      "[ seed=739241 ] Get reward 200.00. Last 200 times\n",
      "[ seed=372264 ] Get reward 200.00. Last 200 times\n",
      "[ seed=725613 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=617975 ] Get reward 200.00. Last 200 times\n",
      "[ seed=434799 ] Get reward 200.00. Last 200 times\n",
      "[ seed=720383 ] Get reward 200.00. Last 200 times\n",
      "[ seed=106004 ] Get reward 200.00. Last 200 times\n",
      "[ seed=828574 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=484983 ] Get reward 200.00. Last 200 times\n",
      "[ seed=185307 ] Get reward 200.00. Last 200 times\n",
      "[ seed=237470 ] Get reward 200.00. Last 200 times\n",
      "[ seed=90833 ] Get reward 200.00. Last 200 times\n",
      "[ seed=728221 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=98344 ] Get reward 200.00. Last 200 times\n",
      "[ seed=814720 ] Get reward 200.00. Last 200 times\n",
      "[ seed=412447 ] Get reward 200.00. Last 200 times\n",
      "[ seed=632939 ] Get reward 200.00. Last 200 times\n",
      "[ seed=154992 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=522122 ] Get reward 200.00. Last 200 times\n",
      "[ seed=119964 ] Get reward 200.00. Last 200 times\n",
      "[ seed=269057 ] Get reward 200.00. Last 200 times\n",
      "[ seed=548244 ] Get reward 200.00. Last 200 times\n",
      "[ seed=346849 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=346933 ] Get reward 200.00. Last 200 times\n",
      "[ seed=126686 ] Get reward 200.00. Last 200 times\n",
      "[ seed=879336 ] Get reward 200.00. Last 200 times\n",
      "[ seed=312511 ] Get reward 200.00. Last 200 times\n",
      "[ seed=893713 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=911643 ] Get reward 200.00. Last 200 times\n",
      "[ seed=48817 ] Get reward 200.00. Last 200 times\n",
      "[ seed=248926 ] Get reward 200.00. Last 200 times\n",
      "[ seed=500060 ] Get reward 200.00. Last 200 times\n",
      "[ seed=916089 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=954388 ] Get reward 200.00. Last 200 times\n",
      "[ seed=900002 ] Get reward 200.00. Last 200 times\n",
      "[ seed=815774 ] Get reward 200.00. Last 200 times\n",
      "[ seed=129888 ] Get reward 200.00. Last 200 times\n",
      "[ seed=21841 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=939713 ] Get reward 187.00. Last 187 times\n",
      "[ seed=707839 ] Get reward 178.00. Last 178 times\n",
      "[ seed=950728 ] Get reward 200.00. Last 200 times\n",
      "[ seed=126641 ] Get reward 200.00. Last 200 times\n",
      "[ seed=53809 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 193.00.\n",
      "[ seed=2866 ] Get reward 200.00. Last 200 times\n",
      "[ seed=133936 ] Get reward 190.00. Last 190 times\n",
      "[ seed=673491 ] Get reward 200.00. Last 200 times\n",
      "[ seed=494709 ] Get reward 193.00. Last 193 times\n",
      "[ seed=742131 ] Get reward 178.00. Last 178 times\n",
      "[ PLAY ] Get reward 192.20.\n",
      "[ seed=475075 ] Get reward 200.00. Last 200 times\n",
      "[ seed=169738 ] Get reward 200.00. Last 200 times\n",
      "[ seed=277150 ] Get reward 200.00. Last 200 times\n",
      "[ seed=852842 ] Get reward 200.00. Last 200 times\n",
      "[ seed=427227 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=782159 ] Get reward 200.00. Last 200 times\n",
      "[ seed=386922 ] Get reward 200.00. Last 200 times\n",
      "[ seed=223548 ] Get reward 200.00. Last 200 times\n",
      "[ seed=303869 ] Get reward 200.00. Last 200 times\n",
      "[ seed=530307 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=385029 ] Get reward 200.00. Last 200 times\n",
      "[ seed=747465 ] Get reward 200.00. Last 200 times\n",
      "[ seed=270489 ] Get reward 200.00. Last 200 times\n",
      "[ seed=814167 ] Get reward 200.00. Last 200 times\n",
      "[ seed=63121 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=334864 ] Get reward 200.00. Last 200 times\n",
      "[ seed=417651 ] Get reward 200.00. Last 200 times\n",
      "[ seed=825851 ] Get reward 200.00. Last 200 times\n",
      "[ seed=632557 ] Get reward 200.00. Last 200 times\n",
      "[ seed=924872 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=969327 ] Get reward 200.00. Last 200 times\n",
      "[ seed=507247 ] Get reward 200.00. Last 200 times\n",
      "[ seed=602950 ] Get reward 200.00. Last 200 times\n",
      "[ seed=398904 ] Get reward 200.00. Last 200 times\n",
      "[ seed=330122 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=729961 ] Get reward 198.00. Last 198 times\n",
      "[ seed=862867 ] Get reward 200.00. Last 200 times\n",
      "[ seed=927466 ] Get reward 200.00. Last 200 times\n",
      "[ seed=444354 ] Get reward 200.00. Last 200 times\n",
      "[ seed=126179 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 199.60.\n",
      "[ seed=886341 ] Get reward 200.00. Last 200 times\n",
      "[ seed=451968 ] Get reward 200.00. Last 200 times\n",
      "[ seed=113320 ] Get reward 200.00. Last 200 times\n",
      "[ seed=760089 ] Get reward 200.00. Last 200 times\n",
      "[ seed=897071 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=271719 ] Get reward 200.00. Last 200 times\n",
      "[ seed=558942 ] Get reward 200.00. Last 200 times\n",
      "[ seed=684899 ] Get reward 200.00. Last 200 times\n",
      "[ seed=315002 ] Get reward 200.00. Last 200 times\n",
      "[ seed=465341 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=329067 ] Get reward 200.00. Last 200 times\n",
      "[ seed=760069 ] Get reward 200.00. Last 200 times\n",
      "[ seed=663269 ] Get reward 200.00. Last 200 times\n",
      "[ seed=677368 ] Get reward 200.00. Last 200 times\n",
      "[ seed=445158 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=804211 ] Get reward 200.00. Last 200 times\n",
      "[ seed=990738 ] Get reward 200.00. Last 200 times\n",
      "[ seed=136874 ] Get reward 200.00. Last 200 times\n",
      "[ seed=63786 ] Get reward 200.00. Last 200 times\n",
      "[ seed=832328 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=880545 ] Get reward 200.00. Last 200 times\n",
      "[ seed=419822 ] Get reward 200.00. Last 200 times\n",
      "[ seed=278281 ] Get reward 200.00. Last 200 times\n",
      "[ seed=916631 ] Get reward 200.00. Last 200 times\n",
      "[ seed=299142 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=473660 ] Get reward 191.00. Last 191 times\n",
      "[ seed=64776 ] Get reward 200.00. Last 200 times\n",
      "[ seed=763284 ] Get reward 190.00. Last 190 times\n",
      "[ seed=997378 ] Get reward 200.00. Last 200 times\n",
      "[ seed=950663 ] Get reward 189.00. Last 189 times\n",
      "[ PLAY ] Get reward 194.00.\n",
      "[ seed=358581 ] Get reward 200.00. Last 200 times\n",
      "[ seed=64845 ] Get reward 200.00. Last 200 times\n",
      "[ seed=129743 ] Get reward 200.00. Last 200 times\n",
      "[ seed=277238 ] Get reward 200.00. Last 200 times\n",
      "[ seed=438602 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=917407 ] Get reward 200.00. Last 200 times\n",
      "[ seed=435431 ] Get reward 200.00. Last 200 times\n",
      "[ seed=869881 ] Get reward 200.00. Last 200 times\n",
      "[ seed=975677 ] Get reward 200.00. Last 200 times\n",
      "[ seed=788810 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=590237 ] Get reward 200.00. Last 200 times\n",
      "[ seed=82021 ] Get reward 200.00. Last 200 times\n",
      "[ seed=574808 ] Get reward 200.00. Last 200 times\n",
      "[ seed=705748 ] Get reward 200.00. Last 200 times\n",
      "[ seed=162634 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=573864 ] Get reward 200.00. Last 200 times\n",
      "[ seed=670906 ] Get reward 200.00. Last 200 times\n",
      "[ seed=965551 ] Get reward 200.00. Last 200 times\n",
      "[ seed=326726 ] Get reward 200.00. Last 200 times\n",
      "[ seed=687847 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=628391 ] Get reward 200.00. Last 200 times\n",
      "[ seed=20932 ] Get reward 200.00. Last 200 times\n",
      "[ seed=825509 ] Get reward 200.00. Last 200 times\n",
      "[ seed=308602 ] Get reward 200.00. Last 200 times\n",
      "[ seed=176000 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=587884 ] Get reward 200.00. Last 200 times\n",
      "[ seed=582711 ] Get reward 200.00. Last 200 times\n",
      "[ seed=956841 ] Get reward 200.00. Last 200 times\n",
      "[ seed=269495 ] Get reward 200.00. Last 200 times\n",
      "[ seed=980214 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=986374 ] Get reward 200.00. Last 200 times\n",
      "[ seed=278034 ] Get reward 200.00. Last 200 times\n",
      "[ seed=953051 ] Get reward 200.00. Last 200 times\n",
      "[ seed=543266 ] Get reward 200.00. Last 200 times\n",
      "[ seed=273062 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=262753 ] Get reward 200.00. Last 200 times\n",
      "[ seed=483725 ] Get reward 200.00. Last 200 times\n",
      "[ seed=362496 ] Get reward 200.00. Last 200 times\n",
      "[ seed=694428 ] Get reward 200.00. Last 200 times\n",
      "[ seed=333197 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=449020 ] Get reward 200.00. Last 200 times\n",
      "[ seed=376842 ] Get reward 200.00. Last 200 times\n",
      "[ seed=224137 ] Get reward 200.00. Last 200 times\n",
      "[ seed=479962 ] Get reward 200.00. Last 200 times\n",
      "[ seed=617744 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=222184 ] Get reward 200.00. Last 200 times\n",
      "[ seed=592639 ] Get reward 200.00. Last 200 times\n",
      "[ seed=938271 ] Get reward 200.00. Last 200 times\n",
      "[ seed=564444 ] Get reward 200.00. Last 200 times\n",
      "[ seed=669916 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=121749 ] Get reward 200.00. Last 200 times\n",
      "[ seed=56254 ] Get reward 200.00. Last 200 times\n",
      "[ seed=520882 ] Get reward 200.00. Last 200 times\n",
      "[ seed=400108 ] Get reward 200.00. Last 200 times\n",
      "[ seed=170468 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=401252 ] Get reward 200.00. Last 200 times\n",
      "[ seed=787498 ] Get reward 200.00. Last 200 times\n",
      "[ seed=953394 ] Get reward 200.00. Last 200 times\n",
      "[ seed=818968 ] Get reward 200.00. Last 200 times\n",
      "[ seed=424651 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=794825 ] Get reward 200.00. Last 200 times\n",
      "[ seed=529492 ] Get reward 200.00. Last 200 times\n",
      "[ seed=265123 ] Get reward 200.00. Last 200 times\n",
      "[ seed=773797 ] Get reward 200.00. Last 200 times\n",
      "[ seed=194902 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=446110 ] Get reward 200.00. Last 200 times\n",
      "[ seed=895864 ] Get reward 200.00. Last 200 times\n",
      "[ seed=154432 ] Get reward 200.00. Last 200 times\n",
      "[ seed=314281 ] Get reward 200.00. Last 200 times\n",
      "[ seed=809263 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=530413 ] Get reward 200.00. Last 200 times\n",
      "[ seed=996176 ] Get reward 200.00. Last 200 times\n",
      "[ seed=333680 ] Get reward 200.00. Last 200 times\n",
      "[ seed=864042 ] Get reward 200.00. Last 200 times\n",
      "[ seed=845789 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=161804 ] Get reward 200.00. Last 200 times\n",
      "[ seed=534664 ] Get reward 200.00. Last 200 times\n",
      "[ seed=572278 ] Get reward 200.00. Last 200 times\n",
      "[ seed=163123 ] Get reward 190.00. Last 190 times\n",
      "[ seed=791023 ] Get reward 196.00. Last 196 times\n",
      "[ PLAY ] Get reward 197.20.\n",
      "[ seed=254865 ] Get reward 200.00. Last 200 times\n",
      "[ seed=630509 ] Get reward 200.00. Last 200 times\n",
      "[ seed=72171 ] Get reward 200.00. Last 200 times\n",
      "[ seed=593926 ] Get reward 200.00. Last 200 times\n",
      "[ seed=711672 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=402372 ] Get reward 200.00. Last 200 times\n",
      "[ seed=197720 ] Get reward 200.00. Last 200 times\n",
      "[ seed=795993 ] Get reward 200.00. Last 200 times\n",
      "[ seed=104685 ] Get reward 200.00. Last 200 times\n",
      "[ seed=472816 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=956798 ] Get reward 200.00. Last 200 times\n",
      "[ seed=743215 ] Get reward 200.00. Last 200 times\n",
      "[ seed=785973 ] Get reward 200.00. Last 200 times\n",
      "[ seed=113245 ] Get reward 200.00. Last 200 times\n",
      "[ seed=721537 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=979693 ] Get reward 200.00. Last 200 times\n",
      "[ seed=228383 ] Get reward 200.00. Last 200 times\n",
      "[ seed=874934 ] Get reward 200.00. Last 200 times\n",
      "[ seed=358817 ] Get reward 200.00. Last 200 times\n",
      "[ seed=254258 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=665298 ] Get reward 200.00. Last 200 times\n",
      "[ seed=449973 ] Get reward 200.00. Last 200 times\n",
      "[ seed=706890 ] Get reward 200.00. Last 200 times\n",
      "[ seed=690445 ] Get reward 200.00. Last 200 times\n",
      "[ seed=893342 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=77753 ] Get reward 200.00. Last 200 times\n",
      "[ seed=800671 ] Get reward 200.00. Last 200 times\n",
      "[ seed=702256 ] Get reward 200.00. Last 200 times\n",
      "[ seed=480048 ] Get reward 200.00. Last 200 times\n",
      "[ seed=861538 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=645786 ] Get reward 200.00. Last 200 times\n",
      "[ seed=653448 ] Get reward 200.00. Last 200 times\n",
      "[ seed=432276 ] Get reward 200.00. Last 200 times\n",
      "[ seed=669067 ] Get reward 200.00. Last 200 times\n",
      "[ seed=565275 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=117896 ] Get reward 200.00. Last 200 times\n",
      "[ seed=238195 ] Get reward 200.00. Last 200 times\n",
      "[ seed=367813 ] Get reward 200.00. Last 200 times\n",
      "[ seed=257783 ] Get reward 200.00. Last 200 times\n",
      "[ seed=769369 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=525540 ] Get reward 200.00. Last 200 times\n",
      "[ seed=349528 ] Get reward 200.00. Last 200 times\n",
      "[ seed=134221 ] Get reward 200.00. Last 200 times\n",
      "[ seed=494686 ] Get reward 200.00. Last 200 times\n",
      "[ seed=437071 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=327031 ] Get reward 200.00. Last 200 times\n",
      "[ seed=585202 ] Get reward 200.00. Last 200 times\n",
      "[ seed=152793 ] Get reward 200.00. Last 200 times\n",
      "[ seed=271717 ] Get reward 200.00. Last 200 times\n",
      "[ seed=982057 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=527430 ] Get reward 200.00. Last 200 times\n",
      "[ seed=362781 ] Get reward 200.00. Last 200 times\n",
      "[ seed=442119 ] Get reward 200.00. Last 200 times\n",
      "[ seed=276866 ] Get reward 200.00. Last 200 times\n",
      "[ seed=618399 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=140115 ] Get reward 200.00. Last 200 times\n",
      "[ seed=748909 ] Get reward 200.00. Last 200 times\n",
      "[ seed=676543 ] Get reward 200.00. Last 200 times\n",
      "[ seed=592789 ] Get reward 200.00. Last 200 times\n",
      "[ seed=204857 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=695255 ] Get reward 200.00. Last 200 times\n",
      "[ seed=280783 ] Get reward 200.00. Last 200 times\n",
      "[ seed=967829 ] Get reward 200.00. Last 200 times\n",
      "[ seed=386589 ] Get reward 200.00. Last 200 times\n",
      "[ seed=894254 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=692503 ] Get reward 200.00. Last 200 times\n",
      "[ seed=241102 ] Get reward 200.00. Last 200 times\n",
      "[ seed=801013 ] Get reward 200.00. Last 200 times\n",
      "[ seed=632631 ] Get reward 200.00. Last 200 times\n",
      "[ seed=558313 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=594628 ] Get reward 200.00. Last 200 times\n",
      "[ seed=634164 ] Get reward 200.00. Last 200 times\n",
      "[ seed=590080 ] Get reward 200.00. Last 200 times\n",
      "[ seed=379673 ] Get reward 200.00. Last 200 times\n",
      "[ seed=267476 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=90518 ] Get reward 200.00. Last 200 times\n",
      "[ seed=169759 ] Get reward 200.00. Last 200 times\n",
      "[ seed=629974 ] Get reward 200.00. Last 200 times\n",
      "[ seed=326577 ] Get reward 200.00. Last 200 times\n",
      "[ seed=690468 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n",
      "[ seed=351029 ] Get reward 200.00. Last 200 times\n",
      "[ seed=104803 ] Get reward 200.00. Last 200 times\n",
      "[ seed=63544 ] Get reward 200.00. Last 200 times\n",
      "[ seed=180523 ] Get reward 200.00. Last 200 times\n",
      "[ seed=336928 ] Get reward 200.00. Last 200 times\n",
      "[ PLAY ] Get reward 200.00.\n"
     ]
    }
   ],
   "source": [
    "\n",
    "final_r = {}\n",
    "final_q = {}\n",
    "env_name = 'CartPole-v1'\n",
    "env = gym.make(env_name)\n",
    "for c in [0.05, 0.5, 1.0, 1.2, 1.5]:\n",
    "    cql_agent_cfg.cql_alpha = c\n",
    "    agent = CQL_DQN(cql_agent_cfg)\n",
    "    res_, q_l_ = simple_batch_rl(env, agent, config.train, buffer_, num_iterations=800, c=c, return_q=True)\n",
    "    final_r[c] = res_\n",
    "    final_q[c] = q_l_\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3️⃣ 策略效果查看\n",
    "\n",
    "- `plot_result`： 训练情况绘制\n",
    "- 环境实际表现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def plot_result(return_list, n_smooth=10, title=None, ax=None):\n",
    "    ax = plt if ax is None else ax\n",
    "    smooth_avg = np.array([np.mean(return_list[max(0, e-n_smooth):e]) for e in range(1, len(return_list))])\n",
    "    smooth_std = np.array([np.std(return_list[max(0, e-n_smooth):e]) for e in range(1, len(return_list))])\n",
    "\n",
    "    ax.plot(smooth_avg)\n",
    "    ax.fill_between(\n",
    "        list(range(len(smooth_avg))), \n",
    "        y1=smooth_avg - smooth_std*1.2, \n",
    "        y2=smooth_avg + smooth_std*1.2,  \n",
    "        color='green',\n",
    "        alpha=0.2\n",
    "    )\n",
    "    if title is not None:\n",
    "        if ax is None:\n",
    "            plt.title(title)\n",
    "        else:\n",
    "            ax.set_title(title)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 📈 3.1 训练情况绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 3, figsize=(15, 8))\n",
    "plt.subplots_adjust(hspace=0.3)\n",
    "axes = axes.flatten()\n",
    "plot_result(rewards_list, title=f'DDQN on {env_name}\\ndemo', ax=axes[0])\n",
    "for i, (c, res_) in enumerate(final_r.items()):\n",
    "    plot_result(res_, title=f'CQL on {env_name}\\n(cql_alpha={c})', ax=axes[i+1])\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 3, figsize=(15, 8))\n",
    "plt.subplots_adjust(hspace=0.3)\n",
    "axes = axes.flatten()\n",
    "for i, (c, res_) in enumerate(final_q.items()):\n",
    "    plot_result(res_, title=f'CQL-Q Value on {env_name}\\n(cql_alpha={c})', ax=axes[i+1])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 🎥 3.2 环境实际表现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env = gym.make(env_name, render_mode='rgb_array')\n",
    "\n",
    "total_r = []\n",
    "for test_i in range(5):\n",
    "    s, _ = env.reset()\n",
    "    agent.eval()\n",
    "    done = False\n",
    "    img = plt.imshow(env.render())\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    r_ep = 0\n",
    "    for i in range(200):\n",
    "        a = agent.policy(s)\n",
    "        n_s, r, terminated, truncated, _ = env.step(a)\n",
    "        r_ep += r\n",
    "        done = np.logical_or(terminated, truncated)\n",
    "        img.set_data(env.render())\n",
    "        display.display(plt.gcf())\n",
    "        display.clear_output(wait=True)\n",
    "        s = n_s\n",
    "        if done:\n",
    "            break\n",
    "    \n",
    "    total_r.append(r_ep)\n",
    "\n",
    "plt.title(f'Reward={np.mean(total_r):.3f}')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "sccRL",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
